In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7fa1adde5f28>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7fa1adcd6dd8>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.2.1 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
inputs_real = tf.placeholder(tf.float32, [None, image_width, image_height, image_channels])
inputs_z = tf.placeholder(tf.float32, [None, z_dim])
learning_rate = tf.placeholder(tf.float32)
return inputs_real, inputs_z, learning_rate
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
ERROR:tensorflow:==================================
Object was never used (type <class 'tensorflow.python.framework.ops.Operation'>):
<tf.Operation 'assert_rank_2/Assert/Assert' type=Assert>
If you want to mark it as used call its "mark_used()" method.
It was originally created here:
['File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/runpy.py", line 193, in _run_module_as_main\n "__main__", mod_spec)', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/runpy.py", line 85, in _run_code\n exec(code, run_globals)', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/ipykernel_launcher.py", line 16, in <module>\n app.launch_new_instance()', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/traitlets/config/application.py", line 658, in launch_instance\n app.start()', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/ipykernel/kernelapp.py", line 477, in start\n ioloop.IOLoop.instance().start()', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/zmq/eventloop/ioloop.py", line 177, in start\n super(ZMQIOLoop, self).start()', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/tornado/ioloop.py", line 888, in start\n handler_func(fd_obj, events)', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n return fn(*args, **kwargs)', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 440, in _handle_events\n self._handle_recv()', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 472, in _handle_recv\n self._run_callback(callback, msg)', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/zmq/eventloop/zmqstream.py", line 414, in _run_callback\n callback(*args, **kwargs)', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n return fn(*args, **kwargs)', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 283, in dispatcher\n return self.dispatch_shell(stream, msg)', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 235, in dispatch_shell\n handler(stream, idents, msg)', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/ipykernel/kernelbase.py", line 399, in execute_request\n user_expressions, allow_stdin)', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/ipykernel/ipkernel.py", line 196, in do_execute\n res = shell.run_cell(code, store_history=store_history, silent=silent)', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/ipykernel/zmqshell.py", line 533, in run_cell\n return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2683, in run_cell\n interactivity=interactivity, compiler=compiler, result=result)', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2793, in run_ast_nodes\n if self.run_code(code, result):', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2847, in run_code\n exec(code_obj, self.user_global_ns, self.user_ns)', 'File "<ipython-input-5-c1f3e6da251d>", line 23, in <module>\n tests.test_model_inputs(model_inputs)', 'File "/home/kanamori-kazuki/dlnd-project5/problem_unittests.py", line 12, in func_wrapper\n result = func(*args)', 'File "/home/kanamori-kazuki/dlnd-project5/problem_unittests.py", line 68, in test_model_inputs\n _check_input(learn_rate, [], \'Learning Rate\')', 'File "/home/kanamori-kazuki/dlnd-project5/problem_unittests.py", line 34, in _check_input\n _assert_tensor_shape(tensor, shape, \'Real Input\')', 'File "/home/kanamori-kazuki/dlnd-project5/problem_unittests.py", line 20, in _assert_tensor_shape\n assert tf.assert_rank(tensor, len(shape), message=\'{} has wrong rank\'.format(display_name))', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/tensorflow/python/ops/check_ops.py", line 617, in assert_rank\n dynamic_condition, data, summarize)', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/tensorflow/python/ops/check_ops.py", line 571, in _assert_rank_condition\n return control_flow_ops.Assert(condition, data, summarize=summarize)', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 170, in wrapped\n return _add_should_use_warning(fn(*args, **kwargs))', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 139, in _add_should_use_warning\n wrapped = TFShouldUseWarningWrapper(x)', 'File "/home/kanamori-kazuki/.pyenv/versions/anaconda3-4.3.1/envs/dlnd/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py", line 96, in __init__\n stack = [s.strip() for s in traceback.format_stack()]']
==================================
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
with tf.variable_scope('discriminator', reuse=reuse):
conv1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same')
conv1 = tf.maximum(conv1 * 0.2, conv1)
conv2 = tf.layers.conv2d(conv1, 128, 5, strides=2, padding='same')
conv2 = tf.layers.batch_normalization(conv2, axis=1, training=True)
conv2 = tf.maximum(conv2 * 0.2, conv2)
conv3 = tf.layers.conv2d(conv2, 256, 5, strides=2, padding='same')
conv3 = tf.layers.batch_normalization(conv3, axis=1, training=True)
conv3 = tf.maximum(conv3 * 0.2, conv3)
conv3_shape = conv3.shape.as_list()
flat = tf.reshape(conv3, [-1, conv3_shape[1] * conv3_shape[2] * conv3_shape[3]])
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
with tf.variable_scope('generator', reuse=not(is_train)):
x = tf.layers.dense(z, 4*4*512)
x = tf.reshape(x, [-1, 4, 4, 512])
x = tf.layers.batch_normalization(x, axis=1, training=is_train)
x = tf.maximum(x * 0.2, x)
trconv1 = tf.layers.conv2d_transpose(x, 256, 4, strides=1, padding='valid')
trconv1 = tf.layers.batch_normalization(trconv1, axis=1, training=is_train)
trconv1 = tf.maximum(trconv1 * 0.2, trconv1)
trconv2 = tf.layers.conv2d_transpose(trconv1, 128, 5, strides=2, padding='same')
trconv2 = tf.layers.batch_normalization(trconv2, axis=1, training=is_train)
trconv2 = tf.maximum(trconv2 * 0.2, trconv2)
trconv3 = tf.layers.conv2d_transpose(trconv2, out_channel_dim, 5, strides=2, padding='same')
# trconv3 = tf.layers.batch_normalization(trconv3, axis=1, training=is_train)
# trconv3 = tf.maximum(trconv3 * 0.2, trconv3)
# trconv4 = tf.layers.conv2d_transpose(trconv3, out_channel_dim, 5, strides=1, padding='same')
out = tf.tanh(trconv3)
return out
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
smooth = 0.1
g_out = generator(input_z, out_channel_dim)
d_out_real, d_logits_real = discriminator(input_real, reuse=False)
d_out_fake, d_logits_fake = discriminator(g_out, reuse=True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_out_real) * (1-smooth))
)
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_out_fake))
)
d_loss = d_loss_real + d_loss_fake
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_out_fake))
)
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
all_update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)
d_update_ops = [var for var in all_update_ops if var.name.startswith('discriminator')]
g_update_ops = [var for var in all_update_ops if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(d_update_ops):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
with tf.control_dependencies(g_update_ops):
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
# tf.reset_default_graph()
inputs_real, inputs_z, learn_rate = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
d_loss, g_loss = model_loss(inputs_real, inputs_z, data_shape[3])
d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
steps = 0
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
batch_images = batch_images * 2
steps += 1
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
_ = sess.run(d_opt, feed_dict={inputs_real: batch_images, inputs_z: batch_z, learn_rate: learning_rate})
_ = sess.run(g_opt, feed_dict={inputs_real: batch_images, inputs_z: batch_z, learn_rate: learning_rate})
if steps % 5 == 0:
d_train_loss = d_loss.eval({inputs_real: batch_images, inputs_z: batch_z})
g_train_loss = g_loss.eval({inputs_real: batch_images, inputs_z: batch_z})
print('Epoch: {}/{}'.format(epoch_i + 1, epoch_count),
'Discriminator Loss: {:.4f}'.format(d_train_loss),
'Generator Loss: {:.4f}'.format(g_train_loss))
if steps % 50 == 0:
show_generator_output(sess, 25, inputs_z, data_shape[3], data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.2
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
(output omitted to reduce notebook size)

batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.3
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
(output omitted to reduce notebook size)

batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.4
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
(output omitted to reduce notebook size)

batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
(output omitted to reduce notebook size)

batch_size = 32
z_dim = 100
learning_rate = 0.0005
beta1 = 0.2
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
(output omitted to reduce notebook size)

batch_size = 32
z_dim = 100
learning_rate = 0.0008
beta1 = 0.2
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
(output omitted to reduce notebook size)

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.2
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
(output omitted to reduce notebook size)

batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.3
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
(output omitted to reduce notebook size)

batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.4
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
(output omitted to reduce notebook size)

batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
(output omitted to reduce notebook size)

batch_size = 32
z_dim = 100
learning_rate = 0.0005
beta1 = 0.2
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
(output omitted to reduce notebook size)

batch_size = 32
z_dim = 100
learning_rate = 0.0008
beta1 = 0.2
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
(output omitted to reduce notebook size)

Trying out various values of beta1 and learning rate, these parameter values looks better to generate realistic faces.
Using these hyper parameters, let's see what faces can the network learn and generate over 3 training epochs.
batch_size = 32
z_dim = 100
learning_rate = 0.0003
beta1 = 0.35
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 3
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch: 1/3 Discriminator Loss: 1.0046 Generator Loss: 4.1674 Epoch: 1/3 Discriminator Loss: 1.0557 Generator Loss: 0.8451 Epoch: 1/3 Discriminator Loss: 1.4360 Generator Loss: 0.4987 Epoch: 1/3 Discriminator Loss: 1.0243 Generator Loss: 4.6641 Epoch: 1/3 Discriminator Loss: 3.0829 Generator Loss: 7.5435 Epoch: 1/3 Discriminator Loss: 1.3442 Generator Loss: 0.7635 Epoch: 1/3 Discriminator Loss: 0.9460 Generator Loss: 2.1604 Epoch: 1/3 Discriminator Loss: 1.6796 Generator Loss: 0.4447 Epoch: 1/3 Discriminator Loss: 1.4410 Generator Loss: 3.3330 Epoch: 1/3 Discriminator Loss: 1.0557 Generator Loss: 1.4921
Epoch: 1/3 Discriminator Loss: 1.6685 Generator Loss: 0.7754 Epoch: 1/3 Discriminator Loss: 1.4112 Generator Loss: 0.4754 Epoch: 1/3 Discriminator Loss: 1.6244 Generator Loss: 0.9220 Epoch: 1/3 Discriminator Loss: 0.8004 Generator Loss: 1.7180 Epoch: 1/3 Discriminator Loss: 0.9066 Generator Loss: 2.1851 Epoch: 1/3 Discriminator Loss: 1.2900 Generator Loss: 0.9508 Epoch: 1/3 Discriminator Loss: 0.9214 Generator Loss: 1.2530 Epoch: 1/3 Discriminator Loss: 0.9124 Generator Loss: 2.0705 Epoch: 1/3 Discriminator Loss: 2.7299 Generator Loss: 0.1542 Epoch: 1/3 Discriminator Loss: 1.1128 Generator Loss: 1.0744
Epoch: 1/3 Discriminator Loss: 1.1135 Generator Loss: 0.8971 Epoch: 1/3 Discriminator Loss: 0.8519 Generator Loss: 1.6967 Epoch: 1/3 Discriminator Loss: 1.1053 Generator Loss: 0.9304 Epoch: 1/3 Discriminator Loss: 0.6819 Generator Loss: 2.2575 Epoch: 1/3 Discriminator Loss: 2.0767 Generator Loss: 1.4277 Epoch: 1/3 Discriminator Loss: 0.7373 Generator Loss: 1.9930 Epoch: 1/3 Discriminator Loss: 0.8839 Generator Loss: 1.7615 Epoch: 1/3 Discriminator Loss: 0.4894 Generator Loss: 3.8369 Epoch: 1/3 Discriminator Loss: 1.2474 Generator Loss: 1.7692 Epoch: 1/3 Discriminator Loss: 0.8241 Generator Loss: 1.7550
Epoch: 1/3 Discriminator Loss: 0.7838 Generator Loss: 1.7082 Epoch: 1/3 Discriminator Loss: 1.3940 Generator Loss: 0.8724 Epoch: 1/3 Discriminator Loss: 0.9372 Generator Loss: 2.1209 Epoch: 1/3 Discriminator Loss: 1.1057 Generator Loss: 1.6536 Epoch: 1/3 Discriminator Loss: 0.7979 Generator Loss: 1.6008 Epoch: 1/3 Discriminator Loss: 0.9607 Generator Loss: 1.2608 Epoch: 1/3 Discriminator Loss: 0.7102 Generator Loss: 2.6198 Epoch: 1/3 Discriminator Loss: 1.4197 Generator Loss: 0.4397 Epoch: 1/3 Discriminator Loss: 1.1375 Generator Loss: 0.8961 Epoch: 1/3 Discriminator Loss: 1.3867 Generator Loss: 3.3378
Epoch: 1/3 Discriminator Loss: 0.6566 Generator Loss: 1.9343 Epoch: 1/3 Discriminator Loss: 0.9384 Generator Loss: 1.4736 Epoch: 1/3 Discriminator Loss: 1.0003 Generator Loss: 1.3416 Epoch: 1/3 Discriminator Loss: 0.6830 Generator Loss: 2.2450 Epoch: 1/3 Discriminator Loss: 1.4010 Generator Loss: 0.9679 Epoch: 1/3 Discriminator Loss: 0.6319 Generator Loss: 1.4966 Epoch: 1/3 Discriminator Loss: 1.1157 Generator Loss: 6.6050 Epoch: 1/3 Discriminator Loss: 0.9208 Generator Loss: 1.1173 Epoch: 1/3 Discriminator Loss: 1.1044 Generator Loss: 1.1549 Epoch: 1/3 Discriminator Loss: 0.9963 Generator Loss: 1.1532
Epoch: 1/3 Discriminator Loss: 0.7117 Generator Loss: 1.9175 Epoch: 1/3 Discriminator Loss: 0.9350 Generator Loss: 1.6845 Epoch: 1/3 Discriminator Loss: 1.6243 Generator Loss: 0.6664 Epoch: 1/3 Discriminator Loss: 1.1764 Generator Loss: 1.1220 Epoch: 1/3 Discriminator Loss: 1.1946 Generator Loss: 1.2092 Epoch: 1/3 Discriminator Loss: 1.3828 Generator Loss: 0.8725 Epoch: 1/3 Discriminator Loss: 1.5198 Generator Loss: 0.7164 Epoch: 1/3 Discriminator Loss: 1.2254 Generator Loss: 0.9786 Epoch: 1/3 Discriminator Loss: 1.0933 Generator Loss: 1.0788 Epoch: 1/3 Discriminator Loss: 1.2430 Generator Loss: 0.9066
Epoch: 1/3 Discriminator Loss: 1.6267 Generator Loss: 0.6107 Epoch: 1/3 Discriminator Loss: 1.0322 Generator Loss: 1.1184 Epoch: 1/3 Discriminator Loss: 1.3036 Generator Loss: 0.8431 Epoch: 1/3 Discriminator Loss: 1.1687 Generator Loss: 1.2668 Epoch: 1/3 Discriminator Loss: 1.0650 Generator Loss: 1.1847 Epoch: 1/3 Discriminator Loss: 1.3389 Generator Loss: 0.7218 Epoch: 1/3 Discriminator Loss: 1.1271 Generator Loss: 1.2660 Epoch: 1/3 Discriminator Loss: 1.2110 Generator Loss: 0.9305 Epoch: 1/3 Discriminator Loss: 0.9930 Generator Loss: 1.1279 Epoch: 1/3 Discriminator Loss: 1.3532 Generator Loss: 0.6555
Epoch: 1/3 Discriminator Loss: 1.1098 Generator Loss: 0.9454 Epoch: 1/3 Discriminator Loss: 1.1415 Generator Loss: 0.9048 Epoch: 1/3 Discriminator Loss: 1.1273 Generator Loss: 0.9674 Epoch: 1/3 Discriminator Loss: 1.0910 Generator Loss: 1.0792 Epoch: 1/3 Discriminator Loss: 1.2806 Generator Loss: 0.9771 Epoch: 1/3 Discriminator Loss: 1.2588 Generator Loss: 0.8302 Epoch: 1/3 Discriminator Loss: 1.3319 Generator Loss: 1.0616 Epoch: 1/3 Discriminator Loss: 1.0650 Generator Loss: 1.4745 Epoch: 1/3 Discriminator Loss: 1.2414 Generator Loss: 0.9955 Epoch: 1/3 Discriminator Loss: 1.2612 Generator Loss: 0.9064
Epoch: 1/3 Discriminator Loss: 1.2933 Generator Loss: 1.0454 Epoch: 1/3 Discriminator Loss: 1.2153 Generator Loss: 0.9115 Epoch: 1/3 Discriminator Loss: 1.2115 Generator Loss: 1.0797 Epoch: 1/3 Discriminator Loss: 1.0927 Generator Loss: 0.8492 Epoch: 1/3 Discriminator Loss: 1.2140 Generator Loss: 0.8327 Epoch: 1/3 Discriminator Loss: 1.2254 Generator Loss: 1.3551 Epoch: 1/3 Discriminator Loss: 1.3196 Generator Loss: 0.9577 Epoch: 1/3 Discriminator Loss: 0.9280 Generator Loss: 1.2767 Epoch: 1/3 Discriminator Loss: 1.2156 Generator Loss: 0.9379 Epoch: 1/3 Discriminator Loss: 1.5964 Generator Loss: 0.8866
Epoch: 1/3 Discriminator Loss: 1.4180 Generator Loss: 0.6560 Epoch: 1/3 Discriminator Loss: 1.0568 Generator Loss: 1.4657 Epoch: 1/3 Discriminator Loss: 1.2427 Generator Loss: 0.9128 Epoch: 1/3 Discriminator Loss: 1.0678 Generator Loss: 1.1588 Epoch: 1/3 Discriminator Loss: 1.1683 Generator Loss: 1.3672 Epoch: 1/3 Discriminator Loss: 1.2003 Generator Loss: 0.9125 Epoch: 1/3 Discriminator Loss: 1.1981 Generator Loss: 0.7871 Epoch: 1/3 Discriminator Loss: 1.7585 Generator Loss: 0.5637 Epoch: 1/3 Discriminator Loss: 1.1175 Generator Loss: 1.0417 Epoch: 1/3 Discriminator Loss: 1.1313 Generator Loss: 1.1103
Epoch: 1/3 Discriminator Loss: 1.1539 Generator Loss: 1.1734 Epoch: 1/3 Discriminator Loss: 1.3863 Generator Loss: 0.6345 Epoch: 1/3 Discriminator Loss: 1.3702 Generator Loss: 0.7467 Epoch: 1/3 Discriminator Loss: 1.0737 Generator Loss: 1.0514 Epoch: 1/3 Discriminator Loss: 1.2175 Generator Loss: 0.7887 Epoch: 1/3 Discriminator Loss: 1.4449 Generator Loss: 1.1569 Epoch: 1/3 Discriminator Loss: 1.1404 Generator Loss: 1.0599 Epoch: 1/3 Discriminator Loss: 1.3512 Generator Loss: 0.9891 Epoch: 1/3 Discriminator Loss: 1.1618 Generator Loss: 1.1622 Epoch: 1/3 Discriminator Loss: 1.1518 Generator Loss: 1.0572
Epoch: 1/3 Discriminator Loss: 1.3809 Generator Loss: 0.8222 Epoch: 1/3 Discriminator Loss: 1.2229 Generator Loss: 0.7366 Epoch: 1/3 Discriminator Loss: 1.0592 Generator Loss: 1.0895 Epoch: 1/3 Discriminator Loss: 1.1806 Generator Loss: 0.9037 Epoch: 1/3 Discriminator Loss: 1.2984 Generator Loss: 1.3362 Epoch: 1/3 Discriminator Loss: 1.2911 Generator Loss: 0.7946 Epoch: 1/3 Discriminator Loss: 1.2215 Generator Loss: 0.9288 Epoch: 1/3 Discriminator Loss: 1.0720 Generator Loss: 1.3984 Epoch: 1/3 Discriminator Loss: 1.1627 Generator Loss: 1.1276 Epoch: 1/3 Discriminator Loss: 1.3136 Generator Loss: 1.1952
Epoch: 1/3 Discriminator Loss: 1.3992 Generator Loss: 0.6348 Epoch: 1/3 Discriminator Loss: 0.9281 Generator Loss: 1.2625 Epoch: 1/3 Discriminator Loss: 1.2773 Generator Loss: 0.8189 Epoch: 1/3 Discriminator Loss: 1.3222 Generator Loss: 0.7210 Epoch: 1/3 Discriminator Loss: 1.2247 Generator Loss: 1.0741 Epoch: 1/3 Discriminator Loss: 1.4509 Generator Loss: 0.5515 Epoch: 1/3 Discriminator Loss: 1.3036 Generator Loss: 0.6088 Epoch: 1/3 Discriminator Loss: 1.3465 Generator Loss: 0.8438 Epoch: 1/3 Discriminator Loss: 1.3064 Generator Loss: 0.9719 Epoch: 1/3 Discriminator Loss: 1.2626 Generator Loss: 0.9197
Epoch: 1/3 Discriminator Loss: 1.3941 Generator Loss: 0.7659 Epoch: 1/3 Discriminator Loss: 1.1858 Generator Loss: 0.9334 Epoch: 1/3 Discriminator Loss: 1.6017 Generator Loss: 1.0502 Epoch: 1/3 Discriminator Loss: 1.0900 Generator Loss: 1.2718 Epoch: 1/3 Discriminator Loss: 1.0366 Generator Loss: 1.1404 Epoch: 1/3 Discriminator Loss: 1.3926 Generator Loss: 1.0132 Epoch: 1/3 Discriminator Loss: 1.2019 Generator Loss: 1.0502 Epoch: 1/3 Discriminator Loss: 1.1065 Generator Loss: 1.0659 Epoch: 1/3 Discriminator Loss: 1.2419 Generator Loss: 0.8679 Epoch: 1/3 Discriminator Loss: 1.1067 Generator Loss: 1.1132
Epoch: 1/3 Discriminator Loss: 1.1718 Generator Loss: 0.9501 Epoch: 1/3 Discriminator Loss: 1.1984 Generator Loss: 1.0957 Epoch: 1/3 Discriminator Loss: 1.0396 Generator Loss: 1.1834 Epoch: 1/3 Discriminator Loss: 1.6402 Generator Loss: 0.3683 Epoch: 1/3 Discriminator Loss: 1.2017 Generator Loss: 0.9147 Epoch: 1/3 Discriminator Loss: 1.2911 Generator Loss: 0.8097 Epoch: 1/3 Discriminator Loss: 1.3715 Generator Loss: 0.6726 Epoch: 1/3 Discriminator Loss: 1.0229 Generator Loss: 1.1273 Epoch: 1/3 Discriminator Loss: 1.5300 Generator Loss: 0.7359 Epoch: 1/3 Discriminator Loss: 1.0916 Generator Loss: 1.2626
Epoch: 1/3 Discriminator Loss: 1.1974 Generator Loss: 1.0661 Epoch: 1/3 Discriminator Loss: 1.6935 Generator Loss: 0.4404 Epoch: 1/3 Discriminator Loss: 1.8085 Generator Loss: 2.3353 Epoch: 1/3 Discriminator Loss: 1.0523 Generator Loss: 1.0105 Epoch: 1/3 Discriminator Loss: 1.3883 Generator Loss: 0.8477 Epoch: 1/3 Discriminator Loss: 1.2723 Generator Loss: 0.8432 Epoch: 1/3 Discriminator Loss: 1.3333 Generator Loss: 0.7682 Epoch: 1/3 Discriminator Loss: 1.3129 Generator Loss: 0.8996 Epoch: 1/3 Discriminator Loss: 1.2059 Generator Loss: 0.9585 Epoch: 1/3 Discriminator Loss: 1.0466 Generator Loss: 1.5029
Epoch: 1/3 Discriminator Loss: 1.7979 Generator Loss: 0.4259 Epoch: 1/3 Discriminator Loss: 1.1220 Generator Loss: 0.9817 Epoch: 1/3 Discriminator Loss: 1.1950 Generator Loss: 0.8242 Epoch: 1/3 Discriminator Loss: 1.5160 Generator Loss: 0.6065 Epoch: 1/3 Discriminator Loss: 1.5517 Generator Loss: 0.6118 Epoch: 1/3 Discriminator Loss: 0.8913 Generator Loss: 1.2003 Epoch: 1/3 Discriminator Loss: 1.7325 Generator Loss: 1.1086 Epoch: 1/3 Discriminator Loss: 1.2986 Generator Loss: 1.0686 Epoch: 1/3 Discriminator Loss: 1.1794 Generator Loss: 1.0306 Epoch: 1/3 Discriminator Loss: 1.2818 Generator Loss: 0.8048
Epoch: 1/3 Discriminator Loss: 1.1987 Generator Loss: 1.1112 Epoch: 1/3 Discriminator Loss: 1.3693 Generator Loss: 1.7470 Epoch: 1/3 Discriminator Loss: 1.3247 Generator Loss: 0.8687 Epoch: 1/3 Discriminator Loss: 1.4099 Generator Loss: 1.7822 Epoch: 1/3 Discriminator Loss: 1.2361 Generator Loss: 0.9455 Epoch: 1/3 Discriminator Loss: 1.1716 Generator Loss: 1.5236 Epoch: 1/3 Discriminator Loss: 1.2708 Generator Loss: 0.6403 Epoch: 1/3 Discriminator Loss: 1.1763 Generator Loss: 0.9546 Epoch: 1/3 Discriminator Loss: 1.2978 Generator Loss: 0.7673 Epoch: 1/3 Discriminator Loss: 1.1919 Generator Loss: 0.9087
Epoch: 1/3 Discriminator Loss: 1.2033 Generator Loss: 0.8898 Epoch: 1/3 Discriminator Loss: 1.4647 Generator Loss: 1.6768 Epoch: 1/3 Discriminator Loss: 1.0758 Generator Loss: 0.9136 Epoch: 1/3 Discriminator Loss: 1.2301 Generator Loss: 0.8298 Epoch: 1/3 Discriminator Loss: 1.1067 Generator Loss: 0.7775 Epoch: 1/3 Discriminator Loss: 1.5471 Generator Loss: 0.5870 Epoch: 1/3 Discriminator Loss: 1.0532 Generator Loss: 1.0190 Epoch: 1/3 Discriminator Loss: 1.3157 Generator Loss: 0.8595 Epoch: 1/3 Discriminator Loss: 1.4405 Generator Loss: 0.8064 Epoch: 1/3 Discriminator Loss: 1.0205 Generator Loss: 0.9703
Epoch: 1/3 Discriminator Loss: 1.3002 Generator Loss: 0.6604 Epoch: 1/3 Discriminator Loss: 1.2333 Generator Loss: 0.7440 Epoch: 1/3 Discriminator Loss: 1.4234 Generator Loss: 0.5513 Epoch: 1/3 Discriminator Loss: 1.2631 Generator Loss: 0.9802 Epoch: 1/3 Discriminator Loss: 1.1749 Generator Loss: 0.9172 Epoch: 1/3 Discriminator Loss: 1.2551 Generator Loss: 1.4080 Epoch: 1/3 Discriminator Loss: 1.1862 Generator Loss: 1.1796 Epoch: 1/3 Discriminator Loss: 1.2219 Generator Loss: 0.7969 Epoch: 1/3 Discriminator Loss: 1.3976 Generator Loss: 0.9387 Epoch: 1/3 Discriminator Loss: 1.2944 Generator Loss: 0.8857
Epoch: 1/3 Discriminator Loss: 1.2276 Generator Loss: 0.7598 Epoch: 1/3 Discriminator Loss: 1.3850 Generator Loss: 0.8213 Epoch: 1/3 Discriminator Loss: 1.2448 Generator Loss: 0.9762 Epoch: 1/3 Discriminator Loss: 1.2557 Generator Loss: 1.1252 Epoch: 1/3 Discriminator Loss: 1.0991 Generator Loss: 1.0456 Epoch: 1/3 Discriminator Loss: 1.3227 Generator Loss: 0.5855 Epoch: 1/3 Discriminator Loss: 1.1165 Generator Loss: 1.0121 Epoch: 1/3 Discriminator Loss: 1.2295 Generator Loss: 1.0382 Epoch: 1/3 Discriminator Loss: 1.2041 Generator Loss: 0.9043 Epoch: 1/3 Discriminator Loss: 1.2144 Generator Loss: 1.2420
Epoch: 1/3 Discriminator Loss: 1.1213 Generator Loss: 0.9905 Epoch: 1/3 Discriminator Loss: 1.3226 Generator Loss: 0.6224 Epoch: 1/3 Discriminator Loss: 1.3042 Generator Loss: 0.7675 Epoch: 1/3 Discriminator Loss: 1.2542 Generator Loss: 0.9330 Epoch: 1/3 Discriminator Loss: 1.2071 Generator Loss: 0.8243 Epoch: 1/3 Discriminator Loss: 1.1613 Generator Loss: 0.7575 Epoch: 1/3 Discriminator Loss: 1.2738 Generator Loss: 1.1650 Epoch: 1/3 Discriminator Loss: 1.2048 Generator Loss: 1.3097 Epoch: 1/3 Discriminator Loss: 1.3505 Generator Loss: 1.2502 Epoch: 1/3 Discriminator Loss: 1.4360 Generator Loss: 0.8838
Epoch: 1/3 Discriminator Loss: 1.2784 Generator Loss: 0.8034 Epoch: 1/3 Discriminator Loss: 1.2862 Generator Loss: 0.8119 Epoch: 1/3 Discriminator Loss: 1.1323 Generator Loss: 1.0520 Epoch: 1/3 Discriminator Loss: 1.4402 Generator Loss: 0.6381 Epoch: 1/3 Discriminator Loss: 1.4009 Generator Loss: 0.8237 Epoch: 1/3 Discriminator Loss: 1.3185 Generator Loss: 0.9205 Epoch: 1/3 Discriminator Loss: 1.3658 Generator Loss: 0.8359 Epoch: 1/3 Discriminator Loss: 1.2547 Generator Loss: 0.8542 Epoch: 1/3 Discriminator Loss: 1.2408 Generator Loss: 0.8238 Epoch: 1/3 Discriminator Loss: 1.3817 Generator Loss: 0.7699
Epoch: 1/3 Discriminator Loss: 1.3526 Generator Loss: 0.7276 Epoch: 1/3 Discriminator Loss: 1.3935 Generator Loss: 0.9182 Epoch: 1/3 Discriminator Loss: 1.1839 Generator Loss: 1.0851 Epoch: 1/3 Discriminator Loss: 1.3704 Generator Loss: 0.5747 Epoch: 1/3 Discriminator Loss: 1.3299 Generator Loss: 0.6947 Epoch: 1/3 Discriminator Loss: 1.2525 Generator Loss: 0.6783 Epoch: 1/3 Discriminator Loss: 1.3358 Generator Loss: 0.9956 Epoch: 1/3 Discriminator Loss: 1.1910 Generator Loss: 0.9571 Epoch: 1/3 Discriminator Loss: 1.3117 Generator Loss: 0.9575 Epoch: 1/3 Discriminator Loss: 1.2904 Generator Loss: 0.7903
Epoch: 1/3 Discriminator Loss: 1.2762 Generator Loss: 0.7637 Epoch: 1/3 Discriminator Loss: 1.3659 Generator Loss: 0.9604 Epoch: 1/3 Discriminator Loss: 1.2335 Generator Loss: 1.0503 Epoch: 1/3 Discriminator Loss: 1.2079 Generator Loss: 0.9893 Epoch: 1/3 Discriminator Loss: 1.2975 Generator Loss: 0.6918 Epoch: 1/3 Discriminator Loss: 1.2950 Generator Loss: 0.8350 Epoch: 1/3 Discriminator Loss: 1.3701 Generator Loss: 0.8394 Epoch: 1/3 Discriminator Loss: 1.2408 Generator Loss: 0.9508 Epoch: 1/3 Discriminator Loss: 1.2601 Generator Loss: 0.8284 Epoch: 1/3 Discriminator Loss: 1.4274 Generator Loss: 0.7545
Epoch: 1/3 Discriminator Loss: 1.2864 Generator Loss: 0.8305 Epoch: 1/3 Discriminator Loss: 1.3041 Generator Loss: 0.8173 Epoch: 1/3 Discriminator Loss: 1.2663 Generator Loss: 0.7348 Epoch: 1/3 Discriminator Loss: 1.2121 Generator Loss: 0.9329 Epoch: 1/3 Discriminator Loss: 1.5078 Generator Loss: 0.6320 Epoch: 1/3 Discriminator Loss: 1.2754 Generator Loss: 0.8353 Epoch: 1/3 Discriminator Loss: 1.1978 Generator Loss: 0.9203 Epoch: 1/3 Discriminator Loss: 1.3452 Generator Loss: 0.8705 Epoch: 1/3 Discriminator Loss: 1.2902 Generator Loss: 0.8315 Epoch: 1/3 Discriminator Loss: 1.4317 Generator Loss: 0.6478
Epoch: 1/3 Discriminator Loss: 1.2911 Generator Loss: 0.8275 Epoch: 1/3 Discriminator Loss: 1.3491 Generator Loss: 0.8466 Epoch: 1/3 Discriminator Loss: 1.2539 Generator Loss: 0.9955 Epoch: 1/3 Discriminator Loss: 1.3729 Generator Loss: 0.7466 Epoch: 1/3 Discriminator Loss: 1.3643 Generator Loss: 0.6642 Epoch: 1/3 Discriminator Loss: 1.2629 Generator Loss: 0.9236 Epoch: 1/3 Discriminator Loss: 1.3329 Generator Loss: 0.8977 Epoch: 1/3 Discriminator Loss: 1.3170 Generator Loss: 0.6645 Epoch: 1/3 Discriminator Loss: 1.2305 Generator Loss: 1.1507 Epoch: 1/3 Discriminator Loss: 1.3568 Generator Loss: 0.9406
Epoch: 1/3 Discriminator Loss: 1.4007 Generator Loss: 0.7397 Epoch: 1/3 Discriminator Loss: 1.4054 Generator Loss: 0.6046 Epoch: 1/3 Discriminator Loss: 1.4388 Generator Loss: 0.7759 Epoch: 1/3 Discriminator Loss: 1.3288 Generator Loss: 0.7931 Epoch: 1/3 Discriminator Loss: 1.2479 Generator Loss: 1.0090 Epoch: 1/3 Discriminator Loss: 1.3003 Generator Loss: 0.7842 Epoch: 1/3 Discriminator Loss: 1.2307 Generator Loss: 1.0025 Epoch: 1/3 Discriminator Loss: 1.2916 Generator Loss: 0.8294 Epoch: 1/3 Discriminator Loss: 1.3030 Generator Loss: 1.0318 Epoch: 1/3 Discriminator Loss: 1.3382 Generator Loss: 0.6820
Epoch: 1/3 Discriminator Loss: 1.3178 Generator Loss: 0.8836 Epoch: 1/3 Discriminator Loss: 1.3534 Generator Loss: 0.7034 Epoch: 1/3 Discriminator Loss: 1.3309 Generator Loss: 1.0448 Epoch: 1/3 Discriminator Loss: 1.2435 Generator Loss: 0.9528 Epoch: 1/3 Discriminator Loss: 1.2508 Generator Loss: 0.8809 Epoch: 1/3 Discriminator Loss: 1.3501 Generator Loss: 0.7819 Epoch: 1/3 Discriminator Loss: 1.3692 Generator Loss: 0.7176 Epoch: 1/3 Discriminator Loss: 1.6801 Generator Loss: 0.5215 Epoch: 1/3 Discriminator Loss: 1.3533 Generator Loss: 0.9754 Epoch: 1/3 Discriminator Loss: 1.1829 Generator Loss: 0.9007
Epoch: 1/3 Discriminator Loss: 1.5216 Generator Loss: 0.7211 Epoch: 1/3 Discriminator Loss: 1.1540 Generator Loss: 0.9484 Epoch: 1/3 Discriminator Loss: 1.4648 Generator Loss: 0.7281 Epoch: 1/3 Discriminator Loss: 1.2539 Generator Loss: 0.8865 Epoch: 1/3 Discriminator Loss: 1.3658 Generator Loss: 0.7941 Epoch: 1/3 Discriminator Loss: 1.4208 Generator Loss: 0.7505 Epoch: 1/3 Discriminator Loss: 1.3374 Generator Loss: 0.8582 Epoch: 1/3 Discriminator Loss: 1.4180 Generator Loss: 0.7654 Epoch: 1/3 Discriminator Loss: 1.3825 Generator Loss: 0.6805 Epoch: 1/3 Discriminator Loss: 1.3374 Generator Loss: 0.8756
Epoch: 1/3 Discriminator Loss: 1.2792 Generator Loss: 0.8249 Epoch: 1/3 Discriminator Loss: 1.3153 Generator Loss: 0.8791 Epoch: 1/3 Discriminator Loss: 1.2595 Generator Loss: 0.8318 Epoch: 1/3 Discriminator Loss: 1.4075 Generator Loss: 0.7051 Epoch: 1/3 Discriminator Loss: 1.2139 Generator Loss: 0.8602 Epoch: 1/3 Discriminator Loss: 1.2956 Generator Loss: 0.8429 Epoch: 1/3 Discriminator Loss: 1.3943 Generator Loss: 0.8375 Epoch: 1/3 Discriminator Loss: 1.2897 Generator Loss: 0.9445 Epoch: 1/3 Discriminator Loss: 1.2729 Generator Loss: 0.8937 Epoch: 1/3 Discriminator Loss: 1.4338 Generator Loss: 0.7829
Epoch: 1/3 Discriminator Loss: 1.2901 Generator Loss: 0.8266 Epoch: 1/3 Discriminator Loss: 1.3058 Generator Loss: 0.7592 Epoch: 1/3 Discriminator Loss: 1.3155 Generator Loss: 0.8682 Epoch: 1/3 Discriminator Loss: 1.3922 Generator Loss: 0.7518 Epoch: 1/3 Discriminator Loss: 1.2456 Generator Loss: 0.8968 Epoch: 1/3 Discriminator Loss: 1.2144 Generator Loss: 0.8017 Epoch: 1/3 Discriminator Loss: 1.3556 Generator Loss: 0.8510 Epoch: 1/3 Discriminator Loss: 1.5120 Generator Loss: 0.7824 Epoch: 1/3 Discriminator Loss: 1.2032 Generator Loss: 0.8618 Epoch: 1/3 Discriminator Loss: 1.3459 Generator Loss: 0.8367
Epoch: 1/3 Discriminator Loss: 1.2783 Generator Loss: 0.8710 Epoch: 1/3 Discriminator Loss: 1.3619 Generator Loss: 0.7838 Epoch: 1/3 Discriminator Loss: 1.3204 Generator Loss: 0.7401 Epoch: 1/3 Discriminator Loss: 1.3896 Generator Loss: 0.6882 Epoch: 1/3 Discriminator Loss: 1.2929 Generator Loss: 0.8551 Epoch: 1/3 Discriminator Loss: 1.3910 Generator Loss: 0.7457 Epoch: 1/3 Discriminator Loss: 1.3201 Generator Loss: 0.7800 Epoch: 1/3 Discriminator Loss: 1.2942 Generator Loss: 0.7624 Epoch: 1/3 Discriminator Loss: 1.2710 Generator Loss: 0.8701 Epoch: 1/3 Discriminator Loss: 1.3266 Generator Loss: 0.7158
Epoch: 1/3 Discriminator Loss: 1.4372 Generator Loss: 0.8616 Epoch: 1/3 Discriminator Loss: 1.2805 Generator Loss: 0.8337 Epoch: 1/3 Discriminator Loss: 1.1745 Generator Loss: 1.0106 Epoch: 1/3 Discriminator Loss: 1.2041 Generator Loss: 0.8809 Epoch: 1/3 Discriminator Loss: 1.4543 Generator Loss: 0.6014 Epoch: 1/3 Discriminator Loss: 1.1696 Generator Loss: 0.9804 Epoch: 1/3 Discriminator Loss: 1.2987 Generator Loss: 0.7224 Epoch: 1/3 Discriminator Loss: 1.3347 Generator Loss: 0.8912 Epoch: 1/3 Discriminator Loss: 1.3755 Generator Loss: 0.8144 Epoch: 1/3 Discriminator Loss: 1.2489 Generator Loss: 0.8734
Epoch: 1/3 Discriminator Loss: 1.2637 Generator Loss: 0.7228 Epoch: 1/3 Discriminator Loss: 1.6301 Generator Loss: 0.6383 Epoch: 1/3 Discriminator Loss: 1.1411 Generator Loss: 0.9769 Epoch: 1/3 Discriminator Loss: 1.3733 Generator Loss: 1.0983 Epoch: 1/3 Discriminator Loss: 1.3588 Generator Loss: 0.6986 Epoch: 1/3 Discriminator Loss: 1.3172 Generator Loss: 0.8719 Epoch: 1/3 Discriminator Loss: 1.3592 Generator Loss: 0.8246 Epoch: 1/3 Discriminator Loss: 1.2782 Generator Loss: 0.7352 Epoch: 1/3 Discriminator Loss: 1.3750 Generator Loss: 0.7883 Epoch: 1/3 Discriminator Loss: 1.2098 Generator Loss: 0.8973
Epoch: 1/3 Discriminator Loss: 1.3296 Generator Loss: 0.8616 Epoch: 1/3 Discriminator Loss: 1.3220 Generator Loss: 0.7469 Epoch: 1/3 Discriminator Loss: 1.3447 Generator Loss: 0.8238 Epoch: 1/3 Discriminator Loss: 1.2730 Generator Loss: 0.9955 Epoch: 1/3 Discriminator Loss: 1.4340 Generator Loss: 0.7002 Epoch: 1/3 Discriminator Loss: 1.2458 Generator Loss: 0.8532 Epoch: 1/3 Discriminator Loss: 1.3989 Generator Loss: 0.7536 Epoch: 1/3 Discriminator Loss: 1.3096 Generator Loss: 0.6925 Epoch: 1/3 Discriminator Loss: 1.2719 Generator Loss: 0.8907 Epoch: 1/3 Discriminator Loss: 1.3669 Generator Loss: 0.7850
Epoch: 1/3 Discriminator Loss: 1.3758 Generator Loss: 0.8985 Epoch: 1/3 Discriminator Loss: 1.3316 Generator Loss: 0.9256 Epoch: 1/3 Discriminator Loss: 1.3099 Generator Loss: 0.8134 Epoch: 1/3 Discriminator Loss: 1.2146 Generator Loss: 0.9732 Epoch: 1/3 Discriminator Loss: 1.2989 Generator Loss: 0.8807 Epoch: 1/3 Discriminator Loss: 1.3618 Generator Loss: 0.6994 Epoch: 1/3 Discriminator Loss: 1.3299 Generator Loss: 0.7260 Epoch: 1/3 Discriminator Loss: 1.2449 Generator Loss: 0.8277 Epoch: 1/3 Discriminator Loss: 1.3086 Generator Loss: 0.7683 Epoch: 1/3 Discriminator Loss: 1.2814 Generator Loss: 0.7029
Epoch: 1/3 Discriminator Loss: 1.2981 Generator Loss: 1.2112 Epoch: 1/3 Discriminator Loss: 1.1671 Generator Loss: 0.9007 Epoch: 1/3 Discriminator Loss: 1.3723 Generator Loss: 0.8098 Epoch: 1/3 Discriminator Loss: 1.4902 Generator Loss: 0.5493 Epoch: 1/3 Discriminator Loss: 1.2807 Generator Loss: 0.8692 Epoch: 1/3 Discriminator Loss: 1.3587 Generator Loss: 0.8181 Epoch: 1/3 Discriminator Loss: 1.3376 Generator Loss: 0.8254 Epoch: 1/3 Discriminator Loss: 1.2406 Generator Loss: 0.9478 Epoch: 1/3 Discriminator Loss: 1.3009 Generator Loss: 0.9048 Epoch: 1/3 Discriminator Loss: 1.4011 Generator Loss: 0.7586
Epoch: 1/3 Discriminator Loss: 1.2617 Generator Loss: 0.8819 Epoch: 1/3 Discriminator Loss: 1.3823 Generator Loss: 0.8609 Epoch: 1/3 Discriminator Loss: 1.5113 Generator Loss: 0.7395 Epoch: 1/3 Discriminator Loss: 1.2116 Generator Loss: 0.8442 Epoch: 1/3 Discriminator Loss: 1.1899 Generator Loss: 0.9111 Epoch: 1/3 Discriminator Loss: 1.4186 Generator Loss: 0.7133 Epoch: 1/3 Discriminator Loss: 1.3177 Generator Loss: 0.8752 Epoch: 1/3 Discriminator Loss: 1.2862 Generator Loss: 0.8240 Epoch: 1/3 Discriminator Loss: 1.2100 Generator Loss: 0.9262 Epoch: 1/3 Discriminator Loss: 1.3039 Generator Loss: 0.8365
Epoch: 1/3 Discriminator Loss: 1.3915 Generator Loss: 0.8586 Epoch: 1/3 Discriminator Loss: 1.3999 Generator Loss: 0.6988 Epoch: 1/3 Discriminator Loss: 1.3541 Generator Loss: 0.7762 Epoch: 1/3 Discriminator Loss: 1.1905 Generator Loss: 0.9466 Epoch: 1/3 Discriminator Loss: 1.2970 Generator Loss: 0.9442 Epoch: 1/3 Discriminator Loss: 1.3347 Generator Loss: 0.7998 Epoch: 1/3 Discriminator Loss: 1.3539 Generator Loss: 0.8558 Epoch: 1/3 Discriminator Loss: 1.1496 Generator Loss: 0.9647 Epoch: 1/3 Discriminator Loss: 1.3542 Generator Loss: 0.9090 Epoch: 1/3 Discriminator Loss: 1.3263 Generator Loss: 0.7263
Epoch: 1/3 Discriminator Loss: 1.3784 Generator Loss: 0.6829 Epoch: 1/3 Discriminator Loss: 1.1936 Generator Loss: 0.8786 Epoch: 1/3 Discriminator Loss: 1.2235 Generator Loss: 0.9261 Epoch: 1/3 Discriminator Loss: 1.2536 Generator Loss: 0.8937 Epoch: 1/3 Discriminator Loss: 1.4958 Generator Loss: 0.5701 Epoch: 1/3 Discriminator Loss: 1.2496 Generator Loss: 0.7910 Epoch: 1/3 Discriminator Loss: 1.2752 Generator Loss: 0.9759 Epoch: 1/3 Discriminator Loss: 1.2621 Generator Loss: 0.8819 Epoch: 1/3 Discriminator Loss: 1.3362 Generator Loss: 0.9294 Epoch: 1/3 Discriminator Loss: 1.3053 Generator Loss: 0.7737
Epoch: 1/3 Discriminator Loss: 1.2569 Generator Loss: 0.8212 Epoch: 1/3 Discriminator Loss: 1.3644 Generator Loss: 0.6960 Epoch: 1/3 Discriminator Loss: 1.2658 Generator Loss: 0.9395 Epoch: 1/3 Discriminator Loss: 1.2973 Generator Loss: 0.8139 Epoch: 1/3 Discriminator Loss: 1.2715 Generator Loss: 0.7040 Epoch: 1/3 Discriminator Loss: 1.7129 Generator Loss: 1.1627 Epoch: 1/3 Discriminator Loss: 1.2808 Generator Loss: 0.8434 Epoch: 1/3 Discriminator Loss: 1.3286 Generator Loss: 0.7627 Epoch: 1/3 Discriminator Loss: 1.1688 Generator Loss: 0.9827 Epoch: 1/3 Discriminator Loss: 1.2312 Generator Loss: 0.9339
Epoch: 1/3 Discriminator Loss: 1.3268 Generator Loss: 0.8985 Epoch: 1/3 Discriminator Loss: 1.3052 Generator Loss: 0.7320 Epoch: 1/3 Discriminator Loss: 1.2359 Generator Loss: 0.8725 Epoch: 1/3 Discriminator Loss: 1.5603 Generator Loss: 0.4265 Epoch: 1/3 Discriminator Loss: 1.2292 Generator Loss: 0.9407 Epoch: 1/3 Discriminator Loss: 1.5239 Generator Loss: 0.6818 Epoch: 1/3 Discriminator Loss: 1.2048 Generator Loss: 0.8886 Epoch: 1/3 Discriminator Loss: 1.3768 Generator Loss: 0.7922 Epoch: 1/3 Discriminator Loss: 1.3221 Generator Loss: 0.7825 Epoch: 1/3 Discriminator Loss: 1.2599 Generator Loss: 0.9304
Epoch: 1/3 Discriminator Loss: 1.3716 Generator Loss: 0.8177 Epoch: 1/3 Discriminator Loss: 1.4049 Generator Loss: 0.6634 Epoch: 1/3 Discriminator Loss: 1.2446 Generator Loss: 0.8122 Epoch: 1/3 Discriminator Loss: 1.3484 Generator Loss: 0.7702 Epoch: 1/3 Discriminator Loss: 1.2609 Generator Loss: 0.9737 Epoch: 1/3 Discriminator Loss: 1.3107 Generator Loss: 0.7994 Epoch: 1/3 Discriminator Loss: 1.2047 Generator Loss: 1.0550 Epoch: 1/3 Discriminator Loss: 1.2874 Generator Loss: 1.0480 Epoch: 1/3 Discriminator Loss: 1.2074 Generator Loss: 0.8619 Epoch: 1/3 Discriminator Loss: 1.3225 Generator Loss: 0.7612
Epoch: 1/3 Discriminator Loss: 1.2898 Generator Loss: 0.6992 Epoch: 1/3 Discriminator Loss: 1.3470 Generator Loss: 0.7254 Epoch: 1/3 Discriminator Loss: 1.2536 Generator Loss: 0.8528 Epoch: 1/3 Discriminator Loss: 1.2161 Generator Loss: 0.7519 Epoch: 1/3 Discriminator Loss: 1.4026 Generator Loss: 0.7420 Epoch: 1/3 Discriminator Loss: 1.5237 Generator Loss: 0.7025 Epoch: 1/3 Discriminator Loss: 1.2634 Generator Loss: 0.8842 Epoch: 1/3 Discriminator Loss: 1.3459 Generator Loss: 0.7483 Epoch: 1/3 Discriminator Loss: 1.2991 Generator Loss: 0.8317 Epoch: 1/3 Discriminator Loss: 1.1585 Generator Loss: 0.8858
Epoch: 1/3 Discriminator Loss: 1.3964 Generator Loss: 0.7847 Epoch: 1/3 Discriminator Loss: 1.3337 Generator Loss: 0.7495 Epoch: 1/3 Discriminator Loss: 1.2951 Generator Loss: 0.7941 Epoch: 1/3 Discriminator Loss: 1.1817 Generator Loss: 0.7771 Epoch: 1/3 Discriminator Loss: 1.3509 Generator Loss: 0.8565 Epoch: 1/3 Discriminator Loss: 1.3654 Generator Loss: 1.1657 Epoch: 1/3 Discriminator Loss: 1.2210 Generator Loss: 1.0888 Epoch: 1/3 Discriminator Loss: 1.2521 Generator Loss: 0.8571 Epoch: 1/3 Discriminator Loss: 1.3835 Generator Loss: 0.6045 Epoch: 1/3 Discriminator Loss: 1.2729 Generator Loss: 0.7866
Epoch: 1/3 Discriminator Loss: 1.3660 Generator Loss: 0.7657 Epoch: 1/3 Discriminator Loss: 1.2724 Generator Loss: 0.9430 Epoch: 1/3 Discriminator Loss: 1.5625 Generator Loss: 0.5306 Epoch: 1/3 Discriminator Loss: 1.4047 Generator Loss: 0.8772 Epoch: 1/3 Discriminator Loss: 1.2959 Generator Loss: 0.8263 Epoch: 1/3 Discriminator Loss: 1.2583 Generator Loss: 0.8838 Epoch: 1/3 Discriminator Loss: 1.2308 Generator Loss: 1.0505 Epoch: 1/3 Discriminator Loss: 1.4845 Generator Loss: 0.8683 Epoch: 1/3 Discriminator Loss: 1.2945 Generator Loss: 0.7474 Epoch: 1/3 Discriminator Loss: 1.2716 Generator Loss: 0.7460
Epoch: 1/3 Discriminator Loss: 1.2565 Generator Loss: 1.2298 Epoch: 1/3 Discriminator Loss: 1.2066 Generator Loss: 0.8593 Epoch: 1/3 Discriminator Loss: 1.2720 Generator Loss: 1.0540 Epoch: 1/3 Discriminator Loss: 1.2950 Generator Loss: 0.7720 Epoch: 1/3 Discriminator Loss: 1.2456 Generator Loss: 0.8303 Epoch: 1/3 Discriminator Loss: 1.3804 Generator Loss: 0.6763 Epoch: 1/3 Discriminator Loss: 1.3320 Generator Loss: 0.7557 Epoch: 1/3 Discriminator Loss: 1.2647 Generator Loss: 0.8530 Epoch: 1/3 Discriminator Loss: 1.2495 Generator Loss: 0.9877 Epoch: 1/3 Discriminator Loss: 1.1904 Generator Loss: 1.2223
Epoch: 1/3 Discriminator Loss: 1.3171 Generator Loss: 0.7823 Epoch: 1/3 Discriminator Loss: 1.4900 Generator Loss: 0.5670 Epoch: 1/3 Discriminator Loss: 1.4101 Generator Loss: 0.6887 Epoch: 1/3 Discriminator Loss: 1.2939 Generator Loss: 0.8605 Epoch: 1/3 Discriminator Loss: 1.3000 Generator Loss: 0.6476 Epoch: 1/3 Discriminator Loss: 1.2539 Generator Loss: 0.8475 Epoch: 1/3 Discriminator Loss: 1.3926 Generator Loss: 0.7548 Epoch: 1/3 Discriminator Loss: 1.1148 Generator Loss: 1.0812 Epoch: 1/3 Discriminator Loss: 1.2894 Generator Loss: 0.7625 Epoch: 1/3 Discriminator Loss: 1.6509 Generator Loss: 0.5184
Epoch: 1/3 Discriminator Loss: 1.2908 Generator Loss: 0.7895 Epoch: 1/3 Discriminator Loss: 1.4530 Generator Loss: 0.8122 Epoch: 1/3 Discriminator Loss: 1.3098 Generator Loss: 0.7104 Epoch: 1/3 Discriminator Loss: 1.3713 Generator Loss: 0.7507 Epoch: 1/3 Discriminator Loss: 1.3746 Generator Loss: 0.7025 Epoch: 1/3 Discriminator Loss: 1.1578 Generator Loss: 1.0315 Epoch: 1/3 Discriminator Loss: 1.4029 Generator Loss: 0.6326 Epoch: 1/3 Discriminator Loss: 1.4194 Generator Loss: 0.7095 Epoch: 1/3 Discriminator Loss: 1.1659 Generator Loss: 0.9142 Epoch: 1/3 Discriminator Loss: 1.2757 Generator Loss: 0.8801
Epoch: 1/3 Discriminator Loss: 1.2046 Generator Loss: 0.9001 Epoch: 1/3 Discriminator Loss: 1.2511 Generator Loss: 0.8874 Epoch: 1/3 Discriminator Loss: 1.1805 Generator Loss: 1.1755 Epoch: 1/3 Discriminator Loss: 1.2195 Generator Loss: 0.8983 Epoch: 1/3 Discriminator Loss: 1.3338 Generator Loss: 1.3605 Epoch: 1/3 Discriminator Loss: 1.4679 Generator Loss: 0.8108 Epoch: 1/3 Discriminator Loss: 1.5799 Generator Loss: 0.8374 Epoch: 1/3 Discriminator Loss: 1.2625 Generator Loss: 0.8221 Epoch: 1/3 Discriminator Loss: 1.3743 Generator Loss: 0.7648 Epoch: 1/3 Discriminator Loss: 1.2431 Generator Loss: 0.8619
Epoch: 1/3 Discriminator Loss: 1.2143 Generator Loss: 1.1009 Epoch: 1/3 Discriminator Loss: 1.3464 Generator Loss: 0.7954 Epoch: 1/3 Discriminator Loss: 1.2500 Generator Loss: 0.9058 Epoch: 1/3 Discriminator Loss: 1.3952 Generator Loss: 0.8266 Epoch: 1/3 Discriminator Loss: 1.3054 Generator Loss: 0.8447 Epoch: 1/3 Discriminator Loss: 1.2230 Generator Loss: 0.8310 Epoch: 1/3 Discriminator Loss: 1.2997 Generator Loss: 0.7756 Epoch: 1/3 Discriminator Loss: 1.2358 Generator Loss: 0.7571 Epoch: 1/3 Discriminator Loss: 1.2577 Generator Loss: 1.2379 Epoch: 1/3 Discriminator Loss: 1.1896 Generator Loss: 0.8120
Epoch: 1/3 Discriminator Loss: 1.2903 Generator Loss: 0.8267 Epoch: 1/3 Discriminator Loss: 1.3392 Generator Loss: 0.7759 Epoch: 1/3 Discriminator Loss: 1.1255 Generator Loss: 0.9449 Epoch: 1/3 Discriminator Loss: 1.4302 Generator Loss: 0.5099 Epoch: 1/3 Discriminator Loss: 1.3433 Generator Loss: 0.8178 Epoch: 1/3 Discriminator Loss: 1.1592 Generator Loss: 0.9221 Epoch: 1/3 Discriminator Loss: 1.2151 Generator Loss: 0.9773 Epoch: 1/3 Discriminator Loss: 1.2065 Generator Loss: 1.0358 Epoch: 1/3 Discriminator Loss: 1.2549 Generator Loss: 0.8349 Epoch: 1/3 Discriminator Loss: 1.2560 Generator Loss: 0.7872
Epoch: 1/3 Discriminator Loss: 1.2650 Generator Loss: 0.7233 Epoch: 1/3 Discriminator Loss: 1.3679 Generator Loss: 0.6423 Epoch: 1/3 Discriminator Loss: 1.5223 Generator Loss: 0.5999 Epoch: 1/3 Discriminator Loss: 1.2371 Generator Loss: 0.7672 Epoch: 1/3 Discriminator Loss: 1.2181 Generator Loss: 0.8219 Epoch: 1/3 Discriminator Loss: 1.2557 Generator Loss: 0.8763 Epoch: 1/3 Discriminator Loss: 1.2730 Generator Loss: 0.7570 Epoch: 1/3 Discriminator Loss: 1.2631 Generator Loss: 0.9268 Epoch: 1/3 Discriminator Loss: 1.3039 Generator Loss: 0.7509 Epoch: 1/3 Discriminator Loss: 1.2204 Generator Loss: 0.9480
Epoch: 1/3 Discriminator Loss: 1.2568 Generator Loss: 0.6751 Epoch: 1/3 Discriminator Loss: 1.2521 Generator Loss: 0.7382 Epoch: 1/3 Discriminator Loss: 1.3068 Generator Loss: 0.7096 Epoch: 1/3 Discriminator Loss: 1.3096 Generator Loss: 0.6865 Epoch: 1/3 Discriminator Loss: 1.4150 Generator Loss: 0.8354 Epoch: 1/3 Discriminator Loss: 1.2924 Generator Loss: 0.8551 Epoch: 1/3 Discriminator Loss: 1.2207 Generator Loss: 0.9948 Epoch: 1/3 Discriminator Loss: 1.3018 Generator Loss: 0.9528 Epoch: 1/3 Discriminator Loss: 1.2950 Generator Loss: 0.7703 Epoch: 1/3 Discriminator Loss: 1.2172 Generator Loss: 0.7934
Epoch: 1/3 Discriminator Loss: 1.2378 Generator Loss: 1.0119 Epoch: 1/3 Discriminator Loss: 1.3497 Generator Loss: 0.9407 Epoch: 1/3 Discriminator Loss: 1.3676 Generator Loss: 0.6353 Epoch: 1/3 Discriminator Loss: 1.1763 Generator Loss: 0.9609 Epoch: 1/3 Discriminator Loss: 1.2706 Generator Loss: 0.8306 Epoch: 1/3 Discriminator Loss: 1.2697 Generator Loss: 0.7886 Epoch: 1/3 Discriminator Loss: 1.2905 Generator Loss: 0.7559 Epoch: 1/3 Discriminator Loss: 1.3866 Generator Loss: 0.6206 Epoch: 1/3 Discriminator Loss: 1.2759 Generator Loss: 0.8279 Epoch: 1/3 Discriminator Loss: 1.2213 Generator Loss: 0.8437
Epoch: 1/3 Discriminator Loss: 1.5488 Generator Loss: 0.7768 Epoch: 1/3 Discriminator Loss: 1.1677 Generator Loss: 0.9626 Epoch: 1/3 Discriminator Loss: 1.3654 Generator Loss: 0.9524 Epoch: 1/3 Discriminator Loss: 1.2216 Generator Loss: 0.8975 Epoch: 1/3 Discriminator Loss: 1.2359 Generator Loss: 0.8099 Epoch: 1/3 Discriminator Loss: 1.3866 Generator Loss: 0.7096 Epoch: 1/3 Discriminator Loss: 1.3566 Generator Loss: 0.7895 Epoch: 1/3 Discriminator Loss: 1.3282 Generator Loss: 0.6316 Epoch: 1/3 Discriminator Loss: 1.3055 Generator Loss: 0.8142 Epoch: 1/3 Discriminator Loss: 1.2691 Generator Loss: 0.7926
Epoch: 1/3 Discriminator Loss: 1.2662 Generator Loss: 0.8349 Epoch: 1/3 Discriminator Loss: 1.3420 Generator Loss: 0.7525 Epoch: 1/3 Discriminator Loss: 1.3550 Generator Loss: 0.8472 Epoch: 1/3 Discriminator Loss: 1.2785 Generator Loss: 0.7173 Epoch: 1/3 Discriminator Loss: 1.1632 Generator Loss: 0.9105 Epoch: 1/3 Discriminator Loss: 1.3071 Generator Loss: 0.7341 Epoch: 1/3 Discriminator Loss: 1.3043 Generator Loss: 0.7680 Epoch: 1/3 Discriminator Loss: 1.1934 Generator Loss: 0.9221 Epoch: 1/3 Discriminator Loss: 1.1673 Generator Loss: 0.7961 Epoch: 1/3 Discriminator Loss: 1.4217 Generator Loss: 0.6142
Epoch: 1/3 Discriminator Loss: 1.3975 Generator Loss: 0.7238 Epoch: 1/3 Discriminator Loss: 1.2918 Generator Loss: 0.8362 Epoch: 1/3 Discriminator Loss: 1.2411 Generator Loss: 0.8743 Epoch: 1/3 Discriminator Loss: 1.2928 Generator Loss: 0.7411 Epoch: 1/3 Discriminator Loss: 1.3233 Generator Loss: 1.0226 Epoch: 1/3 Discriminator Loss: 1.3446 Generator Loss: 0.6883 Epoch: 1/3 Discriminator Loss: 1.1989 Generator Loss: 1.0185 Epoch: 1/3 Discriminator Loss: 1.2380 Generator Loss: 0.8945 Epoch: 1/3 Discriminator Loss: 1.3161 Generator Loss: 1.0411 Epoch: 1/3 Discriminator Loss: 1.1898 Generator Loss: 0.9427
Epoch: 1/3 Discriminator Loss: 1.3669 Generator Loss: 0.7864 Epoch: 1/3 Discriminator Loss: 1.2254 Generator Loss: 0.8367 Epoch: 1/3 Discriminator Loss: 1.3023 Generator Loss: 0.7568 Epoch: 1/3 Discriminator Loss: 1.3910 Generator Loss: 1.2873 Epoch: 1/3 Discriminator Loss: 1.2484 Generator Loss: 0.7558 Epoch: 1/3 Discriminator Loss: 1.2756 Generator Loss: 0.7952 Epoch: 1/3 Discriminator Loss: 1.4464 Generator Loss: 0.8947 Epoch: 1/3 Discriminator Loss: 1.2464 Generator Loss: 0.7458 Epoch: 1/3 Discriminator Loss: 1.3383 Generator Loss: 0.6874 Epoch: 1/3 Discriminator Loss: 1.3371 Generator Loss: 0.7447
Epoch: 1/3 Discriminator Loss: 1.2580 Generator Loss: 0.8661 Epoch: 1/3 Discriminator Loss: 1.2555 Generator Loss: 0.9280 Epoch: 1/3 Discriminator Loss: 1.2610 Generator Loss: 0.8238 Epoch: 1/3 Discriminator Loss: 1.4611 Generator Loss: 0.7013 Epoch: 1/3 Discriminator Loss: 1.2573 Generator Loss: 0.7695 Epoch: 1/3 Discriminator Loss: 1.3259 Generator Loss: 0.7063 Epoch: 1/3 Discriminator Loss: 1.2949 Generator Loss: 0.7295 Epoch: 1/3 Discriminator Loss: 1.1080 Generator Loss: 1.0267 Epoch: 1/3 Discriminator Loss: 1.3934 Generator Loss: 0.7213 Epoch: 1/3 Discriminator Loss: 1.2515 Generator Loss: 1.0217
Epoch: 1/3 Discriminator Loss: 1.3260 Generator Loss: 0.8419 Epoch: 1/3 Discriminator Loss: 1.4129 Generator Loss: 0.6919 Epoch: 1/3 Discriminator Loss: 1.1796 Generator Loss: 0.8627 Epoch: 1/3 Discriminator Loss: 1.6359 Generator Loss: 0.5522 Epoch: 1/3 Discriminator Loss: 1.1927 Generator Loss: 0.9772 Epoch: 1/3 Discriminator Loss: 1.3486 Generator Loss: 0.8064 Epoch: 1/3 Discriminator Loss: 1.1548 Generator Loss: 1.0399 Epoch: 1/3 Discriminator Loss: 1.3304 Generator Loss: 0.8593 Epoch: 1/3 Discriminator Loss: 1.2835 Generator Loss: 0.8600 Epoch: 1/3 Discriminator Loss: 1.3050 Generator Loss: 0.7691
Epoch: 1/3 Discriminator Loss: 1.2770 Generator Loss: 0.6762 Epoch: 1/3 Discriminator Loss: 1.3259 Generator Loss: 0.7944 Epoch: 1/3 Discriminator Loss: 1.3596 Generator Loss: 0.7013 Epoch: 1/3 Discriminator Loss: 1.2507 Generator Loss: 0.8902 Epoch: 1/3 Discriminator Loss: 1.3327 Generator Loss: 0.8728 Epoch: 1/3 Discriminator Loss: 1.2732 Generator Loss: 0.8278 Epoch: 1/3 Discriminator Loss: 1.1884 Generator Loss: 1.0028 Epoch: 1/3 Discriminator Loss: 1.2755 Generator Loss: 0.8432 Epoch: 1/3 Discriminator Loss: 1.3718 Generator Loss: 1.0357 Epoch: 1/3 Discriminator Loss: 1.3941 Generator Loss: 0.7181
Epoch: 1/3 Discriminator Loss: 1.2078 Generator Loss: 0.9169 Epoch: 1/3 Discriminator Loss: 1.4071 Generator Loss: 0.7729 Epoch: 1/3 Discriminator Loss: 1.1578 Generator Loss: 1.0600 Epoch: 1/3 Discriminator Loss: 1.1966 Generator Loss: 0.9394 Epoch: 1/3 Discriminator Loss: 1.2829 Generator Loss: 0.7757 Epoch: 1/3 Discriminator Loss: 1.2474 Generator Loss: 0.7918 Epoch: 1/3 Discriminator Loss: 1.2920 Generator Loss: 1.2927 Epoch: 1/3 Discriminator Loss: 1.4419 Generator Loss: 0.9803 Epoch: 1/3 Discriminator Loss: 1.2688 Generator Loss: 0.7698 Epoch: 1/3 Discriminator Loss: 1.3148 Generator Loss: 0.7775
Epoch: 1/3 Discriminator Loss: 1.3075 Generator Loss: 0.9271 Epoch: 1/3 Discriminator Loss: 1.2891 Generator Loss: 0.7764 Epoch: 1/3 Discriminator Loss: 1.2812 Generator Loss: 0.7450 Epoch: 1/3 Discriminator Loss: 1.1920 Generator Loss: 0.8665 Epoch: 1/3 Discriminator Loss: 1.3397 Generator Loss: 0.9166 Epoch: 1/3 Discriminator Loss: 1.1418 Generator Loss: 1.0384 Epoch: 1/3 Discriminator Loss: 1.3218 Generator Loss: 0.8859 Epoch: 1/3 Discriminator Loss: 1.3539 Generator Loss: 1.1027 Epoch: 1/3 Discriminator Loss: 1.3403 Generator Loss: 0.7028 Epoch: 1/3 Discriminator Loss: 1.3245 Generator Loss: 0.7523
Epoch: 1/3 Discriminator Loss: 1.2881 Generator Loss: 0.8443 Epoch: 1/3 Discriminator Loss: 1.3273 Generator Loss: 0.8129 Epoch: 1/3 Discriminator Loss: 1.2569 Generator Loss: 0.9030 Epoch: 1/3 Discriminator Loss: 1.3497 Generator Loss: 0.7447 Epoch: 1/3 Discriminator Loss: 1.2509 Generator Loss: 0.8757 Epoch: 1/3 Discriminator Loss: 1.2719 Generator Loss: 0.9071 Epoch: 1/3 Discriminator Loss: 1.3177 Generator Loss: 0.8065 Epoch: 1/3 Discriminator Loss: 1.2489 Generator Loss: 0.9691 Epoch: 1/3 Discriminator Loss: 1.3387 Generator Loss: 0.7323 Epoch: 1/3 Discriminator Loss: 1.2462 Generator Loss: 0.9132
Epoch: 1/3 Discriminator Loss: 1.2886 Generator Loss: 0.8342 Epoch: 1/3 Discriminator Loss: 1.2598 Generator Loss: 0.8194 Epoch: 1/3 Discriminator Loss: 1.2401 Generator Loss: 0.9197 Epoch: 1/3 Discriminator Loss: 1.2333 Generator Loss: 0.7348 Epoch: 1/3 Discriminator Loss: 1.2709 Generator Loss: 0.8264 Epoch: 1/3 Discriminator Loss: 1.2699 Generator Loss: 0.8891 Epoch: 1/3 Discriminator Loss: 1.4765 Generator Loss: 0.5564 Epoch: 1/3 Discriminator Loss: 1.4329 Generator Loss: 0.7310 Epoch: 1/3 Discriminator Loss: 1.2246 Generator Loss: 0.8858 Epoch: 1/3 Discriminator Loss: 1.3686 Generator Loss: 0.6713
Epoch: 1/3 Discriminator Loss: 1.3281 Generator Loss: 0.7622 Epoch: 1/3 Discriminator Loss: 1.1978 Generator Loss: 0.8997 Epoch: 1/3 Discriminator Loss: 1.2745 Generator Loss: 0.7766 Epoch: 1/3 Discriminator Loss: 1.3379 Generator Loss: 0.8252 Epoch: 1/3 Discriminator Loss: 1.2196 Generator Loss: 0.8116 Epoch: 1/3 Discriminator Loss: 1.3232 Generator Loss: 0.7729 Epoch: 1/3 Discriminator Loss: 1.3340 Generator Loss: 0.7111 Epoch: 1/3 Discriminator Loss: 1.2937 Generator Loss: 0.8054 Epoch: 1/3 Discriminator Loss: 1.3692 Generator Loss: 0.8294 Epoch: 1/3 Discriminator Loss: 1.3548 Generator Loss: 0.8048
Epoch: 1/3 Discriminator Loss: 1.2516 Generator Loss: 0.8415 Epoch: 1/3 Discriminator Loss: 1.2951 Generator Loss: 0.7212 Epoch: 1/3 Discriminator Loss: 1.3277 Generator Loss: 0.7996 Epoch: 1/3 Discriminator Loss: 1.2429 Generator Loss: 0.9108 Epoch: 1/3 Discriminator Loss: 1.2358 Generator Loss: 0.8099 Epoch: 1/3 Discriminator Loss: 1.3095 Generator Loss: 0.6280 Epoch: 1/3 Discriminator Loss: 1.2955 Generator Loss: 0.7974 Epoch: 1/3 Discriminator Loss: 1.2431 Generator Loss: 0.8516 Epoch: 1/3 Discriminator Loss: 1.2453 Generator Loss: 0.9421 Epoch: 1/3 Discriminator Loss: 1.2336 Generator Loss: 0.8430
Epoch: 1/3 Discriminator Loss: 1.2693 Generator Loss: 0.6947 Epoch: 1/3 Discriminator Loss: 1.2501 Generator Loss: 0.8401 Epoch: 1/3 Discriminator Loss: 1.4206 Generator Loss: 0.5699 Epoch: 1/3 Discriminator Loss: 1.3241 Generator Loss: 0.7633 Epoch: 1/3 Discriminator Loss: 1.5113 Generator Loss: 0.5704 Epoch: 1/3 Discriminator Loss: 1.2637 Generator Loss: 0.7699 Epoch: 1/3 Discriminator Loss: 1.3938 Generator Loss: 0.6137 Epoch: 1/3 Discriminator Loss: 1.2551 Generator Loss: 0.8489 Epoch: 1/3 Discriminator Loss: 1.1901 Generator Loss: 0.8986 Epoch: 1/3 Discriminator Loss: 1.4207 Generator Loss: 0.5989
Epoch: 1/3 Discriminator Loss: 1.3893 Generator Loss: 0.6500 Epoch: 1/3 Discriminator Loss: 1.2385 Generator Loss: 0.8985 Epoch: 1/3 Discriminator Loss: 1.4023 Generator Loss: 0.7760 Epoch: 1/3 Discriminator Loss: 1.2250 Generator Loss: 0.8420 Epoch: 1/3 Discriminator Loss: 1.1440 Generator Loss: 0.9033 Epoch: 1/3 Discriminator Loss: 1.3451 Generator Loss: 0.7165 Epoch: 1/3 Discriminator Loss: 1.3027 Generator Loss: 0.8112 Epoch: 1/3 Discriminator Loss: 1.1921 Generator Loss: 0.8242 Epoch: 1/3 Discriminator Loss: 1.3159 Generator Loss: 0.6942 Epoch: 1/3 Discriminator Loss: 1.3580 Generator Loss: 0.7373
Epoch: 1/3 Discriminator Loss: 1.3460 Generator Loss: 0.7544 Epoch: 1/3 Discriminator Loss: 1.3528 Generator Loss: 0.6839 Epoch: 1/3 Discriminator Loss: 1.2433 Generator Loss: 0.9411 Epoch: 1/3 Discriminator Loss: 1.4387 Generator Loss: 0.6997 Epoch: 1/3 Discriminator Loss: 1.3332 Generator Loss: 0.6904 Epoch: 1/3 Discriminator Loss: 1.2654 Generator Loss: 0.9123 Epoch: 1/3 Discriminator Loss: 1.3499 Generator Loss: 0.7425 Epoch: 1/3 Discriminator Loss: 1.2383 Generator Loss: 0.9044 Epoch: 1/3 Discriminator Loss: 1.3014 Generator Loss: 0.9498 Epoch: 1/3 Discriminator Loss: 1.2468 Generator Loss: 0.7685
Epoch: 1/3 Discriminator Loss: 1.2776 Generator Loss: 0.8868 Epoch: 1/3 Discriminator Loss: 1.2615 Generator Loss: 0.9932 Epoch: 1/3 Discriminator Loss: 1.3510 Generator Loss: 0.6975 Epoch: 1/3 Discriminator Loss: 1.2259 Generator Loss: 0.8706 Epoch: 1/3 Discriminator Loss: 1.4124 Generator Loss: 0.7557 Epoch: 1/3 Discriminator Loss: 1.3928 Generator Loss: 0.6100 Epoch: 1/3 Discriminator Loss: 1.3010 Generator Loss: 0.6676 Epoch: 1/3 Discriminator Loss: 1.2605 Generator Loss: 0.8406 Epoch: 1/3 Discriminator Loss: 1.4369 Generator Loss: 0.7977 Epoch: 1/3 Discriminator Loss: 1.3948 Generator Loss: 0.8254
Epoch: 1/3 Discriminator Loss: 1.2047 Generator Loss: 0.9694 Epoch: 1/3 Discriminator Loss: 1.3376 Generator Loss: 0.7563 Epoch: 1/3 Discriminator Loss: 1.2101 Generator Loss: 0.8843 Epoch: 1/3 Discriminator Loss: 1.2703 Generator Loss: 0.7786 Epoch: 1/3 Discriminator Loss: 1.3643 Generator Loss: 0.8122 Epoch: 1/3 Discriminator Loss: 1.2776 Generator Loss: 0.8428 Epoch: 1/3 Discriminator Loss: 1.2634 Generator Loss: 0.9976 Epoch: 1/3 Discriminator Loss: 1.3148 Generator Loss: 0.7200 Epoch: 1/3 Discriminator Loss: 1.3071 Generator Loss: 0.9454 Epoch: 1/3 Discriminator Loss: 1.3236 Generator Loss: 0.9941
Epoch: 1/3 Discriminator Loss: 1.2226 Generator Loss: 0.9170 Epoch: 1/3 Discriminator Loss: 1.2727 Generator Loss: 0.9260 Epoch: 1/3 Discriminator Loss: 1.4091 Generator Loss: 0.7452 Epoch: 1/3 Discriminator Loss: 1.2364 Generator Loss: 0.8748 Epoch: 1/3 Discriminator Loss: 1.4275 Generator Loss: 0.7265 Epoch: 1/3 Discriminator Loss: 1.2480 Generator Loss: 0.7569 Epoch: 1/3 Discriminator Loss: 1.2929 Generator Loss: 0.7256 Epoch: 1/3 Discriminator Loss: 1.4807 Generator Loss: 0.6141 Epoch: 1/3 Discriminator Loss: 1.2164 Generator Loss: 0.9330 Epoch: 1/3 Discriminator Loss: 1.2686 Generator Loss: 0.8089
Epoch: 1/3 Discriminator Loss: 1.2595 Generator Loss: 0.8159 Epoch: 1/3 Discriminator Loss: 1.2777 Generator Loss: 0.7224 Epoch: 1/3 Discriminator Loss: 1.3404 Generator Loss: 0.6904 Epoch: 1/3 Discriminator Loss: 1.2331 Generator Loss: 0.9437 Epoch: 1/3 Discriminator Loss: 1.2313 Generator Loss: 0.9693 Epoch: 1/3 Discriminator Loss: 1.3289 Generator Loss: 0.6737 Epoch: 1/3 Discriminator Loss: 1.3194 Generator Loss: 0.7602 Epoch: 1/3 Discriminator Loss: 1.3005 Generator Loss: 0.8867 Epoch: 1/3 Discriminator Loss: 1.3018 Generator Loss: 0.7500 Epoch: 1/3 Discriminator Loss: 1.2478 Generator Loss: 0.8999
Epoch: 1/3 Discriminator Loss: 1.3467 Generator Loss: 0.9041 Epoch: 1/3 Discriminator Loss: 1.5080 Generator Loss: 0.5370 Epoch: 1/3 Discriminator Loss: 1.3011 Generator Loss: 0.7281 Epoch: 1/3 Discriminator Loss: 1.2831 Generator Loss: 0.7504 Epoch: 1/3 Discriminator Loss: 1.4840 Generator Loss: 0.6237 Epoch: 1/3 Discriminator Loss: 1.2074 Generator Loss: 0.8964 Epoch: 1/3 Discriminator Loss: 1.2477 Generator Loss: 0.7978 Epoch: 1/3 Discriminator Loss: 1.3658 Generator Loss: 0.8420 Epoch: 1/3 Discriminator Loss: 1.2481 Generator Loss: 0.7903 Epoch: 1/3 Discriminator Loss: 1.2775 Generator Loss: 0.9187
Epoch: 1/3 Discriminator Loss: 1.3487 Generator Loss: 0.8581 Epoch: 1/3 Discriminator Loss: 1.3454 Generator Loss: 0.8169 Epoch: 1/3 Discriminator Loss: 1.1898 Generator Loss: 0.8785 Epoch: 1/3 Discriminator Loss: 1.3782 Generator Loss: 0.7549 Epoch: 1/3 Discriminator Loss: 1.3230 Generator Loss: 0.9579 Epoch: 1/3 Discriminator Loss: 1.3133 Generator Loss: 0.7823 Epoch: 1/3 Discriminator Loss: 1.2537 Generator Loss: 0.7140 Epoch: 1/3 Discriminator Loss: 1.3217 Generator Loss: 0.8598 Epoch: 1/3 Discriminator Loss: 1.3650 Generator Loss: 0.6870 Epoch: 1/3 Discriminator Loss: 1.2831 Generator Loss: 0.7696
Epoch: 1/3 Discriminator Loss: 1.4393 Generator Loss: 0.7346 Epoch: 1/3 Discriminator Loss: 1.2391 Generator Loss: 0.8713 Epoch: 1/3 Discriminator Loss: 1.2742 Generator Loss: 0.7842 Epoch: 1/3 Discriminator Loss: 1.3046 Generator Loss: 0.8601 Epoch: 1/3 Discriminator Loss: 1.4805 Generator Loss: 0.7510 Epoch: 1/3 Discriminator Loss: 1.1636 Generator Loss: 0.8922 Epoch: 1/3 Discriminator Loss: 1.3676 Generator Loss: 0.7294 Epoch: 1/3 Discriminator Loss: 1.3230 Generator Loss: 0.6711 Epoch: 1/3 Discriminator Loss: 1.2492 Generator Loss: 0.8669 Epoch: 1/3 Discriminator Loss: 1.2959 Generator Loss: 0.8190
Epoch: 1/3 Discriminator Loss: 1.3291 Generator Loss: 0.7161 Epoch: 1/3 Discriminator Loss: 1.2596 Generator Loss: 0.8399 Epoch: 1/3 Discriminator Loss: 1.3016 Generator Loss: 0.7506 Epoch: 1/3 Discriminator Loss: 1.2961 Generator Loss: 0.7444 Epoch: 1/3 Discriminator Loss: 1.3267 Generator Loss: 0.8486 Epoch: 1/3 Discriminator Loss: 1.3580 Generator Loss: 0.7881 Epoch: 1/3 Discriminator Loss: 1.2336 Generator Loss: 0.9888 Epoch: 1/3 Discriminator Loss: 1.3608 Generator Loss: 0.8065 Epoch: 1/3 Discriminator Loss: 1.3092 Generator Loss: 0.7825 Epoch: 1/3 Discriminator Loss: 1.4002 Generator Loss: 0.7222
Epoch: 1/3 Discriminator Loss: 1.4275 Generator Loss: 0.6953 Epoch: 1/3 Discriminator Loss: 1.2146 Generator Loss: 0.9117 Epoch: 1/3 Discriminator Loss: 1.3738 Generator Loss: 0.9177 Epoch: 1/3 Discriminator Loss: 1.3080 Generator Loss: 0.8016 Epoch: 1/3 Discriminator Loss: 1.2410 Generator Loss: 0.7792 Epoch: 1/3 Discriminator Loss: 1.3002 Generator Loss: 0.7958 Epoch: 1/3 Discriminator Loss: 1.2349 Generator Loss: 0.8611 Epoch: 1/3 Discriminator Loss: 1.2609 Generator Loss: 0.8500 Epoch: 1/3 Discriminator Loss: 1.3570 Generator Loss: 0.5795 Epoch: 1/3 Discriminator Loss: 1.3800 Generator Loss: 0.7998
Epoch: 1/3 Discriminator Loss: 1.2734 Generator Loss: 0.9518 Epoch: 1/3 Discriminator Loss: 1.2742 Generator Loss: 0.8791 Epoch: 1/3 Discriminator Loss: 1.2665 Generator Loss: 0.7792 Epoch: 1/3 Discriminator Loss: 1.4378 Generator Loss: 0.8774 Epoch: 1/3 Discriminator Loss: 1.2765 Generator Loss: 0.8849 Epoch: 1/3 Discriminator Loss: 1.2559 Generator Loss: 0.8920 Epoch: 1/3 Discriminator Loss: 1.3051 Generator Loss: 0.8364 Epoch: 1/3 Discriminator Loss: 1.2148 Generator Loss: 0.9262 Epoch: 1/3 Discriminator Loss: 1.2399 Generator Loss: 0.7647 Epoch: 1/3 Discriminator Loss: 1.4887 Generator Loss: 0.5180
Epoch: 1/3 Discriminator Loss: 1.2184 Generator Loss: 0.9432 Epoch: 1/3 Discriminator Loss: 1.3348 Generator Loss: 0.7086 Epoch: 1/3 Discriminator Loss: 1.1943 Generator Loss: 0.8911 Epoch: 1/3 Discriminator Loss: 1.3247 Generator Loss: 0.7095 Epoch: 1/3 Discriminator Loss: 1.4093 Generator Loss: 0.6683 Epoch: 1/3 Discriminator Loss: 1.2266 Generator Loss: 0.9255 Epoch: 1/3 Discriminator Loss: 1.3169 Generator Loss: 0.8355 Epoch: 1/3 Discriminator Loss: 1.2803 Generator Loss: 0.7579 Epoch: 1/3 Discriminator Loss: 1.2525 Generator Loss: 0.9581 Epoch: 1/3 Discriminator Loss: 1.2377 Generator Loss: 0.9021
Epoch: 1/3 Discriminator Loss: 1.2757 Generator Loss: 0.7248 Epoch: 1/3 Discriminator Loss: 1.2625 Generator Loss: 0.8283 Epoch: 1/3 Discriminator Loss: 1.3239 Generator Loss: 0.8400 Epoch: 1/3 Discriminator Loss: 1.2879 Generator Loss: 0.8650 Epoch: 1/3 Discriminator Loss: 1.2406 Generator Loss: 0.8750 Epoch: 1/3 Discriminator Loss: 1.2910 Generator Loss: 0.8108 Epoch: 1/3 Discriminator Loss: 1.2304 Generator Loss: 0.7969 Epoch: 1/3 Discriminator Loss: 1.3024 Generator Loss: 0.7188 Epoch: 1/3 Discriminator Loss: 1.2611 Generator Loss: 0.8025 Epoch: 1/3 Discriminator Loss: 1.2986 Generator Loss: 0.6919
Epoch: 1/3 Discriminator Loss: 1.3860 Generator Loss: 0.6537 Epoch: 1/3 Discriminator Loss: 1.2220 Generator Loss: 1.1831 Epoch: 1/3 Discriminator Loss: 1.2807 Generator Loss: 0.8671 Epoch: 1/3 Discriminator Loss: 1.3647 Generator Loss: 0.7960 Epoch: 1/3 Discriminator Loss: 1.3201 Generator Loss: 0.8805 Epoch: 1/3 Discriminator Loss: 1.1865 Generator Loss: 0.9678 Epoch: 1/3 Discriminator Loss: 1.2933 Generator Loss: 0.8908 Epoch: 1/3 Discriminator Loss: 1.3696 Generator Loss: 0.6997 Epoch: 1/3 Discriminator Loss: 1.1896 Generator Loss: 0.7742 Epoch: 1/3 Discriminator Loss: 1.4267 Generator Loss: 0.8256
Epoch: 1/3 Discriminator Loss: 1.2940 Generator Loss: 0.9536 Epoch: 1/3 Discriminator Loss: 1.3209 Generator Loss: 1.0034 Epoch: 1/3 Discriminator Loss: 1.2333 Generator Loss: 0.8830 Epoch: 1/3 Discriminator Loss: 1.2735 Generator Loss: 0.7344 Epoch: 1/3 Discriminator Loss: 1.1852 Generator Loss: 0.8537 Epoch: 1/3 Discriminator Loss: 1.2454 Generator Loss: 0.9177 Epoch: 1/3 Discriminator Loss: 1.2616 Generator Loss: 0.9163 Epoch: 1/3 Discriminator Loss: 1.3672 Generator Loss: 0.8734 Epoch: 1/3 Discriminator Loss: 1.2587 Generator Loss: 0.7083 Epoch: 1/3 Discriminator Loss: 1.4329 Generator Loss: 0.9243
Epoch: 1/3 Discriminator Loss: 1.2366 Generator Loss: 0.8804 Epoch: 1/3 Discriminator Loss: 1.3365 Generator Loss: 0.8000 Epoch: 1/3 Discriminator Loss: 1.4524 Generator Loss: 0.8200 Epoch: 1/3 Discriminator Loss: 1.1953 Generator Loss: 1.0105 Epoch: 1/3 Discriminator Loss: 1.2436 Generator Loss: 0.7560 Epoch: 1/3 Discriminator Loss: 1.2599 Generator Loss: 0.9785 Epoch: 1/3 Discriminator Loss: 1.2245 Generator Loss: 0.9508 Epoch: 1/3 Discriminator Loss: 1.2046 Generator Loss: 0.8324 Epoch: 1/3 Discriminator Loss: 1.4191 Generator Loss: 0.7200 Epoch: 1/3 Discriminator Loss: 1.0610 Generator Loss: 1.0605
Epoch: 1/3 Discriminator Loss: 1.4370 Generator Loss: 0.5708 Epoch: 1/3 Discriminator Loss: 1.3447 Generator Loss: 0.8448 Epoch: 1/3 Discriminator Loss: 1.2717 Generator Loss: 0.8948 Epoch: 1/3 Discriminator Loss: 1.1572 Generator Loss: 0.8673 Epoch: 1/3 Discriminator Loss: 1.4409 Generator Loss: 0.4934 Epoch: 1/3 Discriminator Loss: 1.3381 Generator Loss: 0.8119 Epoch: 1/3 Discriminator Loss: 1.5022 Generator Loss: 0.7286 Epoch: 1/3 Discriminator Loss: 1.1862 Generator Loss: 1.0577 Epoch: 1/3 Discriminator Loss: 1.3952 Generator Loss: 0.7203 Epoch: 1/3 Discriminator Loss: 1.1998 Generator Loss: 0.9261
Epoch: 1/3 Discriminator Loss: 1.3211 Generator Loss: 0.7725 Epoch: 1/3 Discriminator Loss: 1.3596 Generator Loss: 0.8541 Epoch: 1/3 Discriminator Loss: 1.1941 Generator Loss: 0.8014 Epoch: 1/3 Discriminator Loss: 1.3525 Generator Loss: 0.7950 Epoch: 1/3 Discriminator Loss: 1.2734 Generator Loss: 0.7161 Epoch: 1/3 Discriminator Loss: 1.2674 Generator Loss: 0.8412 Epoch: 1/3 Discriminator Loss: 1.3012 Generator Loss: 0.7554 Epoch: 1/3 Discriminator Loss: 1.3161 Generator Loss: 1.1407 Epoch: 1/3 Discriminator Loss: 1.1930 Generator Loss: 0.9809 Epoch: 1/3 Discriminator Loss: 1.2384 Generator Loss: 0.9169
Epoch: 1/3 Discriminator Loss: 1.2947 Generator Loss: 0.7157 Epoch: 1/3 Discriminator Loss: 1.2559 Generator Loss: 0.9481 Epoch: 1/3 Discriminator Loss: 1.3279 Generator Loss: 0.6618 Epoch: 1/3 Discriminator Loss: 1.3086 Generator Loss: 0.9237 Epoch: 1/3 Discriminator Loss: 1.3348 Generator Loss: 0.7534 Epoch: 1/3 Discriminator Loss: 1.2709 Generator Loss: 0.8276 Epoch: 1/3 Discriminator Loss: 1.2552 Generator Loss: 1.0910 Epoch: 1/3 Discriminator Loss: 1.2700 Generator Loss: 1.0621 Epoch: 1/3 Discriminator Loss: 1.3736 Generator Loss: 0.7037 Epoch: 1/3 Discriminator Loss: 1.2855 Generator Loss: 0.8899
Epoch: 1/3 Discriminator Loss: 1.2666 Generator Loss: 0.7232 Epoch: 1/3 Discriminator Loss: 1.2905 Generator Loss: 0.9752 Epoch: 1/3 Discriminator Loss: 1.3556 Generator Loss: 0.6625 Epoch: 1/3 Discriminator Loss: 1.2529 Generator Loss: 0.7797 Epoch: 1/3 Discriminator Loss: 1.2356 Generator Loss: 0.8074 Epoch: 1/3 Discriminator Loss: 1.2397 Generator Loss: 0.9278 Epoch: 1/3 Discriminator Loss: 1.3807 Generator Loss: 0.6757 Epoch: 1/3 Discriminator Loss: 1.2126 Generator Loss: 0.9272 Epoch: 1/3 Discriminator Loss: 1.3361 Generator Loss: 0.7439 Epoch: 1/3 Discriminator Loss: 1.2800 Generator Loss: 0.8594
Epoch: 1/3 Discriminator Loss: 1.2315 Generator Loss: 0.8206 Epoch: 1/3 Discriminator Loss: 1.3036 Generator Loss: 0.8447 Epoch: 1/3 Discriminator Loss: 1.2104 Generator Loss: 1.0105 Epoch: 1/3 Discriminator Loss: 1.2588 Generator Loss: 0.8744 Epoch: 1/3 Discriminator Loss: 1.2766 Generator Loss: 0.7915 Epoch: 1/3 Discriminator Loss: 1.2998 Generator Loss: 0.6834 Epoch: 1/3 Discriminator Loss: 1.2030 Generator Loss: 1.0687 Epoch: 1/3 Discriminator Loss: 1.2014 Generator Loss: 0.9296 Epoch: 1/3 Discriminator Loss: 1.3348 Generator Loss: 0.6801 Epoch: 1/3 Discriminator Loss: 1.3025 Generator Loss: 0.8123
Epoch: 1/3 Discriminator Loss: 1.2737 Generator Loss: 1.0162 Epoch: 1/3 Discriminator Loss: 1.3294 Generator Loss: 0.7803 Epoch: 1/3 Discriminator Loss: 1.2491 Generator Loss: 0.9015 Epoch: 1/3 Discriminator Loss: 1.1670 Generator Loss: 0.8844 Epoch: 1/3 Discriminator Loss: 1.4155 Generator Loss: 0.6987 Epoch: 1/3 Discriminator Loss: 1.0535 Generator Loss: 0.9687 Epoch: 1/3 Discriminator Loss: 1.3787 Generator Loss: 1.1447 Epoch: 1/3 Discriminator Loss: 1.3587 Generator Loss: 0.6606 Epoch: 1/3 Discriminator Loss: 1.1707 Generator Loss: 0.9028 Epoch: 1/3 Discriminator Loss: 1.3046 Generator Loss: 0.7388
Epoch: 1/3 Discriminator Loss: 1.2949 Generator Loss: 0.7165 Epoch: 1/3 Discriminator Loss: 1.2374 Generator Loss: 0.9032 Epoch: 1/3 Discriminator Loss: 1.3299 Generator Loss: 0.7351 Epoch: 1/3 Discriminator Loss: 1.3115 Generator Loss: 0.7120 Epoch: 1/3 Discriminator Loss: 1.2680 Generator Loss: 0.9086 Epoch: 1/3 Discriminator Loss: 1.1993 Generator Loss: 1.1966 Epoch: 1/3 Discriminator Loss: 1.2404 Generator Loss: 0.9659 Epoch: 1/3 Discriminator Loss: 1.2180 Generator Loss: 0.8251 Epoch: 1/3 Discriminator Loss: 1.2565 Generator Loss: 1.0330 Epoch: 1/3 Discriminator Loss: 1.2942 Generator Loss: 0.7795
Epoch: 1/3 Discriminator Loss: 1.2741 Generator Loss: 0.8340 Epoch: 1/3 Discriminator Loss: 1.3206 Generator Loss: 0.7093 Epoch: 1/3 Discriminator Loss: 1.2298 Generator Loss: 0.9363 Epoch: 1/3 Discriminator Loss: 1.1747 Generator Loss: 0.8697 Epoch: 1/3 Discriminator Loss: 1.2872 Generator Loss: 0.7434 Epoch: 1/3 Discriminator Loss: 1.1979 Generator Loss: 0.8414 Epoch: 1/3 Discriminator Loss: 1.2696 Generator Loss: 0.9579 Epoch: 1/3 Discriminator Loss: 1.2927 Generator Loss: 0.7192 Epoch: 1/3 Discriminator Loss: 1.2387 Generator Loss: 0.7244 Epoch: 1/3 Discriminator Loss: 1.2635 Generator Loss: 0.7871
Epoch: 1/3 Discriminator Loss: 1.2537 Generator Loss: 0.8532 Epoch: 1/3 Discriminator Loss: 1.2858 Generator Loss: 1.1638 Epoch: 1/3 Discriminator Loss: 1.3757 Generator Loss: 0.5946 Epoch: 1/3 Discriminator Loss: 1.3520 Generator Loss: 0.6787 Epoch: 1/3 Discriminator Loss: 1.1668 Generator Loss: 1.0176 Epoch: 1/3 Discriminator Loss: 1.2581 Generator Loss: 0.9425 Epoch: 1/3 Discriminator Loss: 1.2086 Generator Loss: 0.8313 Epoch: 1/3 Discriminator Loss: 1.2083 Generator Loss: 0.9068 Epoch: 1/3 Discriminator Loss: 1.2065 Generator Loss: 0.9007 Epoch: 1/3 Discriminator Loss: 1.3295 Generator Loss: 1.0202
Epoch: 1/3 Discriminator Loss: 1.4272 Generator Loss: 0.5915 Epoch: 1/3 Discriminator Loss: 1.1646 Generator Loss: 0.8463 Epoch: 1/3 Discriminator Loss: 1.3518 Generator Loss: 0.6701 Epoch: 1/3 Discriminator Loss: 1.2924 Generator Loss: 0.8881 Epoch: 1/3 Discriminator Loss: 1.2245 Generator Loss: 0.7716 Epoch: 1/3 Discriminator Loss: 1.3710 Generator Loss: 0.6932 Epoch: 1/3 Discriminator Loss: 1.3063 Generator Loss: 0.9129 Epoch: 1/3 Discriminator Loss: 1.2413 Generator Loss: 1.0226 Epoch: 1/3 Discriminator Loss: 1.2207 Generator Loss: 0.8603 Epoch: 1/3 Discriminator Loss: 1.2514 Generator Loss: 0.8326
Epoch: 1/3 Discriminator Loss: 1.2798 Generator Loss: 0.8578 Epoch: 1/3 Discriminator Loss: 1.4589 Generator Loss: 0.6855 Epoch: 1/3 Discriminator Loss: 1.3100 Generator Loss: 0.7966 Epoch: 1/3 Discriminator Loss: 1.3053 Generator Loss: 0.7292 Epoch: 1/3 Discriminator Loss: 1.2153 Generator Loss: 0.7401 Epoch: 1/3 Discriminator Loss: 1.4364 Generator Loss: 1.0844 Epoch: 1/3 Discriminator Loss: 1.5069 Generator Loss: 0.6432 Epoch: 1/3 Discriminator Loss: 1.1668 Generator Loss: 0.8439 Epoch: 1/3 Discriminator Loss: 1.2676 Generator Loss: 0.8076 Epoch: 1/3 Discriminator Loss: 1.3300 Generator Loss: 0.7637
Epoch: 1/3 Discriminator Loss: 1.1996 Generator Loss: 0.8113 Epoch: 1/3 Discriminator Loss: 1.2266 Generator Loss: 0.9783 Epoch: 1/3 Discriminator Loss: 1.2090 Generator Loss: 0.8187 Epoch: 1/3 Discriminator Loss: 1.1940 Generator Loss: 0.8560 Epoch: 1/3 Discriminator Loss: 1.2595 Generator Loss: 0.9115 Epoch: 1/3 Discriminator Loss: 1.3093 Generator Loss: 0.7051 Epoch: 1/3 Discriminator Loss: 1.2901 Generator Loss: 0.7273 Epoch: 1/3 Discriminator Loss: 1.3701 Generator Loss: 0.6343 Epoch: 1/3 Discriminator Loss: 1.2397 Generator Loss: 0.9303 Epoch: 1/3 Discriminator Loss: 1.2078 Generator Loss: 0.8919
Epoch: 1/3 Discriminator Loss: 1.2798 Generator Loss: 0.8154 Epoch: 1/3 Discriminator Loss: 1.2495 Generator Loss: 1.0709 Epoch: 1/3 Discriminator Loss: 1.2794 Generator Loss: 0.8365 Epoch: 1/3 Discriminator Loss: 1.3979 Generator Loss: 0.7945 Epoch: 1/3 Discriminator Loss: 1.2770 Generator Loss: 0.8060 Epoch: 1/3 Discriminator Loss: 1.2169 Generator Loss: 0.8062 Epoch: 1/3 Discriminator Loss: 1.2463 Generator Loss: 0.9086 Epoch: 1/3 Discriminator Loss: 1.3022 Generator Loss: 0.9324 Epoch: 1/3 Discriminator Loss: 1.3124 Generator Loss: 0.7417 Epoch: 1/3 Discriminator Loss: 1.3356 Generator Loss: 0.7801
Epoch: 1/3 Discriminator Loss: 1.3106 Generator Loss: 0.6281 Epoch: 1/3 Discriminator Loss: 1.2912 Generator Loss: 0.6344 Epoch: 1/3 Discriminator Loss: 1.2528 Generator Loss: 1.0109 Epoch: 1/3 Discriminator Loss: 1.3956 Generator Loss: 0.7957 Epoch: 1/3 Discriminator Loss: 1.2026 Generator Loss: 0.8876 Epoch: 1/3 Discriminator Loss: 1.3754 Generator Loss: 0.8986 Epoch: 1/3 Discriminator Loss: 1.3266 Generator Loss: 0.7876 Epoch: 1/3 Discriminator Loss: 1.3646 Generator Loss: 0.7389 Epoch: 1/3 Discriminator Loss: 1.2934 Generator Loss: 0.7552 Epoch: 1/3 Discriminator Loss: 1.3301 Generator Loss: 0.7674
Epoch: 1/3 Discriminator Loss: 1.2724 Generator Loss: 0.8366 Epoch: 1/3 Discriminator Loss: 1.2714 Generator Loss: 1.0139 Epoch: 1/3 Discriminator Loss: 1.2698 Generator Loss: 0.8183 Epoch: 1/3 Discriminator Loss: 1.3432 Generator Loss: 0.7540 Epoch: 1/3 Discriminator Loss: 1.1819 Generator Loss: 1.0625 Epoch: 1/3 Discriminator Loss: 1.2297 Generator Loss: 0.8163 Epoch: 1/3 Discriminator Loss: 1.4443 Generator Loss: 0.6599 Epoch: 1/3 Discriminator Loss: 1.3330 Generator Loss: 0.6867 Epoch: 1/3 Discriminator Loss: 1.2620 Generator Loss: 0.6753 Epoch: 1/3 Discriminator Loss: 1.3317 Generator Loss: 0.8132
Epoch: 1/3 Discriminator Loss: 1.3614 Generator Loss: 0.6034 Epoch: 1/3 Discriminator Loss: 1.2989 Generator Loss: 0.8046 Epoch: 1/3 Discriminator Loss: 1.2457 Generator Loss: 0.8362 Epoch: 1/3 Discriminator Loss: 1.2586 Generator Loss: 0.8589 Epoch: 1/3 Discriminator Loss: 1.2554 Generator Loss: 0.7520 Epoch: 1/3 Discriminator Loss: 1.2765 Generator Loss: 0.8212 Epoch: 1/3 Discriminator Loss: 1.2196 Generator Loss: 0.8641 Epoch: 1/3 Discriminator Loss: 1.3530 Generator Loss: 0.7256 Epoch: 1/3 Discriminator Loss: 1.2066 Generator Loss: 0.8160 Epoch: 1/3 Discriminator Loss: 1.3042 Generator Loss: 0.8772
Epoch: 1/3 Discriminator Loss: 1.2972 Generator Loss: 0.6757 Epoch: 1/3 Discriminator Loss: 1.2019 Generator Loss: 0.8119 Epoch: 1/3 Discriminator Loss: 1.2168 Generator Loss: 1.0853 Epoch: 1/3 Discriminator Loss: 1.3230 Generator Loss: 0.8567 Epoch: 1/3 Discriminator Loss: 1.3914 Generator Loss: 0.8426 Epoch: 1/3 Discriminator Loss: 1.1977 Generator Loss: 0.9373 Epoch: 1/3 Discriminator Loss: 1.2717 Generator Loss: 0.8339 Epoch: 1/3 Discriminator Loss: 1.4335 Generator Loss: 0.9390 Epoch: 1/3 Discriminator Loss: 1.2550 Generator Loss: 0.8600 Epoch: 1/3 Discriminator Loss: 1.3123 Generator Loss: 0.8738
Epoch: 1/3 Discriminator Loss: 1.3158 Generator Loss: 0.8293 Epoch: 1/3 Discriminator Loss: 1.3014 Generator Loss: 0.7238 Epoch: 1/3 Discriminator Loss: 1.2791 Generator Loss: 0.8539 Epoch: 1/3 Discriminator Loss: 1.3134 Generator Loss: 0.7114 Epoch: 1/3 Discriminator Loss: 1.2684 Generator Loss: 0.7987 Epoch: 1/3 Discriminator Loss: 1.3525 Generator Loss: 0.6759 Epoch: 1/3 Discriminator Loss: 1.2125 Generator Loss: 0.8584 Epoch: 1/3 Discriminator Loss: 1.3311 Generator Loss: 0.9939 Epoch: 1/3 Discriminator Loss: 1.2645 Generator Loss: 0.9532 Epoch: 1/3 Discriminator Loss: 1.3022 Generator Loss: 0.7091
Epoch: 1/3 Discriminator Loss: 1.2501 Generator Loss: 0.9000 Epoch: 1/3 Discriminator Loss: 1.2985 Generator Loss: 0.8727 Epoch: 1/3 Discriminator Loss: 1.2446 Generator Loss: 0.8204 Epoch: 1/3 Discriminator Loss: 1.2219 Generator Loss: 0.8993 Epoch: 1/3 Discriminator Loss: 1.3623 Generator Loss: 0.8182 Epoch: 1/3 Discriminator Loss: 1.3212 Generator Loss: 0.7379 Epoch: 1/3 Discriminator Loss: 1.2222 Generator Loss: 0.7417 Epoch: 1/3 Discriminator Loss: 1.3109 Generator Loss: 0.6700 Epoch: 1/3 Discriminator Loss: 1.2482 Generator Loss: 0.9316 Epoch: 1/3 Discriminator Loss: 1.4494 Generator Loss: 0.5159
Epoch: 1/3 Discriminator Loss: 1.3671 Generator Loss: 0.8344 Epoch: 1/3 Discriminator Loss: 1.1817 Generator Loss: 0.9042 Epoch: 1/3 Discriminator Loss: 1.3684 Generator Loss: 0.5992 Epoch: 1/3 Discriminator Loss: 1.3115 Generator Loss: 0.9605 Epoch: 1/3 Discriminator Loss: 1.2840 Generator Loss: 0.7665 Epoch: 1/3 Discriminator Loss: 1.3197 Generator Loss: 0.7778 Epoch: 1/3 Discriminator Loss: 1.3531 Generator Loss: 0.5884 Epoch: 1/3 Discriminator Loss: 1.2665 Generator Loss: 0.8718 Epoch: 1/3 Discriminator Loss: 1.3039 Generator Loss: 0.7566 Epoch: 1/3 Discriminator Loss: 1.2707 Generator Loss: 0.7914
Epoch: 1/3 Discriminator Loss: 1.2894 Generator Loss: 0.8372 Epoch: 1/3 Discriminator Loss: 1.3034 Generator Loss: 0.8442 Epoch: 1/3 Discriminator Loss: 1.3480 Generator Loss: 0.6357 Epoch: 1/3 Discriminator Loss: 1.1757 Generator Loss: 0.9034 Epoch: 1/3 Discriminator Loss: 1.3699 Generator Loss: 0.8542 Epoch: 1/3 Discriminator Loss: 1.1671 Generator Loss: 0.9794 Epoch: 1/3 Discriminator Loss: 1.2614 Generator Loss: 0.8211 Epoch: 1/3 Discriminator Loss: 1.3286 Generator Loss: 0.6838 Epoch: 1/3 Discriminator Loss: 1.2641 Generator Loss: 0.7840 Epoch: 1/3 Discriminator Loss: 1.5597 Generator Loss: 0.6109
Epoch: 1/3 Discriminator Loss: 1.5211 Generator Loss: 1.2434 Epoch: 1/3 Discriminator Loss: 1.3155 Generator Loss: 0.9623 Epoch: 1/3 Discriminator Loss: 1.2519 Generator Loss: 0.8727 Epoch: 1/3 Discriminator Loss: 1.3178 Generator Loss: 0.9382 Epoch: 1/3 Discriminator Loss: 1.2599 Generator Loss: 1.0311 Epoch: 1/3 Discriminator Loss: 1.2672 Generator Loss: 0.9673 Epoch: 1/3 Discriminator Loss: 1.2919 Generator Loss: 0.7944 Epoch: 1/3 Discriminator Loss: 1.2699 Generator Loss: 0.8133 Epoch: 1/3 Discriminator Loss: 1.3985 Generator Loss: 0.5838 Epoch: 1/3 Discriminator Loss: 1.3590 Generator Loss: 0.7152
Epoch: 1/3 Discriminator Loss: 1.3117 Generator Loss: 0.8798 Epoch: 1/3 Discriminator Loss: 1.3993 Generator Loss: 0.6752 Epoch: 1/3 Discriminator Loss: 1.2712 Generator Loss: 0.8881 Epoch: 1/3 Discriminator Loss: 1.3187 Generator Loss: 0.6356 Epoch: 1/3 Discriminator Loss: 1.3434 Generator Loss: 0.6779 Epoch: 1/3 Discriminator Loss: 1.3416 Generator Loss: 0.7068 Epoch: 1/3 Discriminator Loss: 1.3836 Generator Loss: 0.6798 Epoch: 1/3 Discriminator Loss: 1.2978 Generator Loss: 0.6876 Epoch: 1/3 Discriminator Loss: 1.3338 Generator Loss: 0.6283 Epoch: 1/3 Discriminator Loss: 1.2703 Generator Loss: 0.8470
Epoch: 1/3 Discriminator Loss: 1.3105 Generator Loss: 0.7224 Epoch: 1/3 Discriminator Loss: 1.3094 Generator Loss: 0.6744 Epoch: 1/3 Discriminator Loss: 1.2514 Generator Loss: 1.0458 Epoch: 1/3 Discriminator Loss: 1.3242 Generator Loss: 0.7966 Epoch: 1/3 Discriminator Loss: 1.3906 Generator Loss: 0.7309 Epoch: 1/3 Discriminator Loss: 1.2311 Generator Loss: 0.8327 Epoch: 1/3 Discriminator Loss: 1.2356 Generator Loss: 0.7779 Epoch: 1/3 Discriminator Loss: 1.4341 Generator Loss: 0.6386 Epoch: 1/3 Discriminator Loss: 1.2645 Generator Loss: 0.8207 Epoch: 1/3 Discriminator Loss: 1.4495 Generator Loss: 0.7496
Epoch: 1/3 Discriminator Loss: 1.3339 Generator Loss: 0.8859 Epoch: 1/3 Discriminator Loss: 1.2556 Generator Loss: 0.8411 Epoch: 1/3 Discriminator Loss: 1.4535 Generator Loss: 0.6594 Epoch: 1/3 Discriminator Loss: 1.3590 Generator Loss: 0.6333 Epoch: 1/3 Discriminator Loss: 1.2872 Generator Loss: 0.9537 Epoch: 1/3 Discriminator Loss: 1.1647 Generator Loss: 1.0250 Epoch: 1/3 Discriminator Loss: 1.3542 Generator Loss: 0.7567 Epoch: 1/3 Discriminator Loss: 1.2787 Generator Loss: 0.7412 Epoch: 1/3 Discriminator Loss: 1.2699 Generator Loss: 0.7663 Epoch: 1/3 Discriminator Loss: 1.3269 Generator Loss: 0.6406
Epoch: 1/3 Discriminator Loss: 1.3713 Generator Loss: 0.9297 Epoch: 1/3 Discriminator Loss: 1.1125 Generator Loss: 1.0426 Epoch: 1/3 Discriminator Loss: 1.3161 Generator Loss: 0.8503 Epoch: 1/3 Discriminator Loss: 1.2694 Generator Loss: 0.7749 Epoch: 1/3 Discriminator Loss: 1.3175 Generator Loss: 0.7901 Epoch: 1/3 Discriminator Loss: 1.3589 Generator Loss: 0.6717 Epoch: 1/3 Discriminator Loss: 1.3183 Generator Loss: 0.7468 Epoch: 1/3 Discriminator Loss: 1.2233 Generator Loss: 0.9663 Epoch: 1/3 Discriminator Loss: 1.3346 Generator Loss: 0.9040 Epoch: 1/3 Discriminator Loss: 1.2738 Generator Loss: 0.7637
Epoch: 1/3 Discriminator Loss: 1.3356 Generator Loss: 0.7563 Epoch: 1/3 Discriminator Loss: 1.4323 Generator Loss: 0.6637 Epoch: 1/3 Discriminator Loss: 1.3059 Generator Loss: 0.6626 Epoch: 1/3 Discriminator Loss: 1.2285 Generator Loss: 0.8176 Epoch: 1/3 Discriminator Loss: 1.2575 Generator Loss: 0.8624 Epoch: 1/3 Discriminator Loss: 1.3242 Generator Loss: 0.7285 Epoch: 1/3 Discriminator Loss: 1.2734 Generator Loss: 0.7330 Epoch: 1/3 Discriminator Loss: 1.2635 Generator Loss: 0.8018 Epoch: 1/3 Discriminator Loss: 1.2389 Generator Loss: 0.7163 Epoch: 1/3 Discriminator Loss: 1.3398 Generator Loss: 0.6333
Epoch: 1/3 Discriminator Loss: 1.2415 Generator Loss: 0.9477 Epoch: 1/3 Discriminator Loss: 1.2108 Generator Loss: 0.8819 Epoch: 1/3 Discriminator Loss: 1.4305 Generator Loss: 0.6385 Epoch: 1/3 Discriminator Loss: 1.3341 Generator Loss: 0.8395 Epoch: 1/3 Discriminator Loss: 1.2919 Generator Loss: 0.7466 Epoch: 1/3 Discriminator Loss: 1.2436 Generator Loss: 1.0901 Epoch: 1/3 Discriminator Loss: 1.2591 Generator Loss: 0.7243 Epoch: 1/3 Discriminator Loss: 1.3266 Generator Loss: 0.7985 Epoch: 1/3 Discriminator Loss: 1.2916 Generator Loss: 0.9258 Epoch: 1/3 Discriminator Loss: 1.3476 Generator Loss: 0.6126
Epoch: 1/3 Discriminator Loss: 1.3851 Generator Loss: 1.1895 Epoch: 1/3 Discriminator Loss: 1.2841 Generator Loss: 0.8050 Epoch: 1/3 Discriminator Loss: 1.2724 Generator Loss: 0.9719 Epoch: 1/3 Discriminator Loss: 1.3161 Generator Loss: 1.2331 Epoch: 1/3 Discriminator Loss: 1.3236 Generator Loss: 0.8815 Epoch: 1/3 Discriminator Loss: 1.3052 Generator Loss: 0.8150 Epoch: 1/3 Discriminator Loss: 1.2699 Generator Loss: 0.8689 Epoch: 1/3 Discriminator Loss: 1.2001 Generator Loss: 0.9594 Epoch: 1/3 Discriminator Loss: 1.2738 Generator Loss: 0.7617 Epoch: 1/3 Discriminator Loss: 1.3898 Generator Loss: 0.6413
Epoch: 1/3 Discriminator Loss: 1.5633 Generator Loss: 0.4829 Epoch: 1/3 Discriminator Loss: 1.3172 Generator Loss: 0.9375 Epoch: 1/3 Discriminator Loss: 1.2205 Generator Loss: 0.8617 Epoch: 1/3 Discriminator Loss: 1.3299 Generator Loss: 0.7434 Epoch: 1/3 Discriminator Loss: 1.3931 Generator Loss: 0.6493 Epoch: 1/3 Discriminator Loss: 1.3133 Generator Loss: 0.7210 Epoch: 1/3 Discriminator Loss: 1.3524 Generator Loss: 0.6888 Epoch: 1/3 Discriminator Loss: 1.3044 Generator Loss: 0.6724 Epoch: 1/3 Discriminator Loss: 1.3376 Generator Loss: 0.6549 Epoch: 1/3 Discriminator Loss: 1.2132 Generator Loss: 0.9538
Epoch: 1/3 Discriminator Loss: 1.2305 Generator Loss: 0.9444 Epoch: 1/3 Discriminator Loss: 1.2704 Generator Loss: 0.7895 Epoch: 1/3 Discriminator Loss: 1.2858 Generator Loss: 0.8724 Epoch: 1/3 Discriminator Loss: 1.2714 Generator Loss: 0.6758 Epoch: 1/3 Discriminator Loss: 1.2620 Generator Loss: 0.8738 Epoch: 1/3 Discriminator Loss: 1.3156 Generator Loss: 0.6842 Epoch: 1/3 Discriminator Loss: 1.3402 Generator Loss: 0.8534 Epoch: 1/3 Discriminator Loss: 1.3948 Generator Loss: 0.5652 Epoch: 1/3 Discriminator Loss: 1.3298 Generator Loss: 0.6929 Epoch: 1/3 Discriminator Loss: 1.3970 Generator Loss: 0.6208
Epoch: 1/3 Discriminator Loss: 1.3055 Generator Loss: 0.6791 Epoch: 1/3 Discriminator Loss: 1.2942 Generator Loss: 0.7764 Epoch: 1/3 Discriminator Loss: 1.4039 Generator Loss: 0.6529 Epoch: 1/3 Discriminator Loss: 1.2181 Generator Loss: 0.8165 Epoch: 1/3 Discriminator Loss: 1.4296 Generator Loss: 0.6762 Epoch: 1/3 Discriminator Loss: 1.5243 Generator Loss: 0.6556 Epoch: 1/3 Discriminator Loss: 1.3455 Generator Loss: 0.8553 Epoch: 1/3 Discriminator Loss: 1.2932 Generator Loss: 0.9762 Epoch: 1/3 Discriminator Loss: 1.3137 Generator Loss: 0.7665 Epoch: 1/3 Discriminator Loss: 1.2521 Generator Loss: 0.8588
Epoch: 1/3 Discriminator Loss: 1.2909 Generator Loss: 0.8826 Epoch: 1/3 Discriminator Loss: 1.2805 Generator Loss: 0.8487 Epoch: 1/3 Discriminator Loss: 1.0887 Generator Loss: 1.0346 Epoch: 1/3 Discriminator Loss: 1.2702 Generator Loss: 0.9648 Epoch: 1/3 Discriminator Loss: 1.3342 Generator Loss: 0.7877 Epoch: 1/3 Discriminator Loss: 1.2357 Generator Loss: 0.9798 Epoch: 1/3 Discriminator Loss: 1.3011 Generator Loss: 0.8064 Epoch: 1/3 Discriminator Loss: 1.3322 Generator Loss: 0.5743 Epoch: 1/3 Discriminator Loss: 1.3813 Generator Loss: 0.8867 Epoch: 1/3 Discriminator Loss: 1.2323 Generator Loss: 0.9382
Epoch: 1/3 Discriminator Loss: 1.2300 Generator Loss: 0.9417 Epoch: 1/3 Discriminator Loss: 1.2835 Generator Loss: 0.6735 Epoch: 1/3 Discriminator Loss: 1.4989 Generator Loss: 0.5320 Epoch: 1/3 Discriminator Loss: 1.2981 Generator Loss: 0.7342 Epoch: 1/3 Discriminator Loss: 1.1516 Generator Loss: 0.9629 Epoch: 1/3 Discriminator Loss: 1.2210 Generator Loss: 0.8816 Epoch: 1/3 Discriminator Loss: 1.3429 Generator Loss: 0.7931 Epoch: 1/3 Discriminator Loss: 1.2912 Generator Loss: 0.8260 Epoch: 1/3 Discriminator Loss: 1.2260 Generator Loss: 0.7906 Epoch: 1/3 Discriminator Loss: 1.2272 Generator Loss: 0.8825
Epoch: 1/3 Discriminator Loss: 1.4580 Generator Loss: 0.8337 Epoch: 1/3 Discriminator Loss: 1.3504 Generator Loss: 0.7937 Epoch: 1/3 Discriminator Loss: 1.2868 Generator Loss: 0.8559 Epoch: 1/3 Discriminator Loss: 1.2521 Generator Loss: 0.7703 Epoch: 1/3 Discriminator Loss: 1.1905 Generator Loss: 0.8079 Epoch: 1/3 Discriminator Loss: 1.2667 Generator Loss: 0.8223 Epoch: 1/3 Discriminator Loss: 1.3177 Generator Loss: 0.6888 Epoch: 1/3 Discriminator Loss: 1.1695 Generator Loss: 0.9087 Epoch: 1/3 Discriminator Loss: 1.3548 Generator Loss: 0.7319 Epoch: 1/3 Discriminator Loss: 1.3199 Generator Loss: 0.7537
Epoch: 1/3 Discriminator Loss: 1.3035 Generator Loss: 0.8372 Epoch: 1/3 Discriminator Loss: 1.3145 Generator Loss: 0.7732 Epoch: 1/3 Discriminator Loss: 1.1870 Generator Loss: 0.9410 Epoch: 1/3 Discriminator Loss: 1.2101 Generator Loss: 0.9080 Epoch: 1/3 Discriminator Loss: 1.3174 Generator Loss: 0.8693 Epoch: 1/3 Discriminator Loss: 1.3634 Generator Loss: 1.0193 Epoch: 1/3 Discriminator Loss: 1.1732 Generator Loss: 0.9847 Epoch: 1/3 Discriminator Loss: 1.3385 Generator Loss: 0.6481 Epoch: 1/3 Discriminator Loss: 1.2252 Generator Loss: 0.8548 Epoch: 1/3 Discriminator Loss: 1.1866 Generator Loss: 0.8129
Epoch: 1/3 Discriminator Loss: 1.2699 Generator Loss: 0.7562 Epoch: 1/3 Discriminator Loss: 1.2927 Generator Loss: 0.7701 Epoch: 1/3 Discriminator Loss: 1.2588 Generator Loss: 0.9749 Epoch: 1/3 Discriminator Loss: 1.2742 Generator Loss: 0.8562 Epoch: 1/3 Discriminator Loss: 1.2817 Generator Loss: 0.9105 Epoch: 1/3 Discriminator Loss: 1.2164 Generator Loss: 0.8998 Epoch: 1/3 Discriminator Loss: 1.2331 Generator Loss: 0.7641 Epoch: 1/3 Discriminator Loss: 1.2807 Generator Loss: 0.8628 Epoch: 1/3 Discriminator Loss: 1.4486 Generator Loss: 0.6875 Epoch: 1/3 Discriminator Loss: 1.2163 Generator Loss: 0.8207
Epoch: 1/3 Discriminator Loss: 1.3887 Generator Loss: 0.6811 Epoch: 1/3 Discriminator Loss: 1.1564 Generator Loss: 0.9009 Epoch: 1/3 Discriminator Loss: 1.3237 Generator Loss: 0.6480 Epoch: 1/3 Discriminator Loss: 1.2975 Generator Loss: 0.9404 Epoch: 1/3 Discriminator Loss: 1.3717 Generator Loss: 0.7264 Epoch: 1/3 Discriminator Loss: 1.3681 Generator Loss: 0.7277 Epoch: 1/3 Discriminator Loss: 1.2665 Generator Loss: 0.7613 Epoch: 1/3 Discriminator Loss: 1.3165 Generator Loss: 0.8160 Epoch: 1/3 Discriminator Loss: 1.1814 Generator Loss: 0.9318 Epoch: 1/3 Discriminator Loss: 1.2628 Generator Loss: 0.8378
Epoch: 1/3 Discriminator Loss: 1.1874 Generator Loss: 0.8397 Epoch: 1/3 Discriminator Loss: 1.2883 Generator Loss: 0.9710 Epoch: 1/3 Discriminator Loss: 1.2297 Generator Loss: 0.9043 Epoch: 1/3 Discriminator Loss: 1.4023 Generator Loss: 0.8132 Epoch: 1/3 Discriminator Loss: 1.3096 Generator Loss: 0.7923 Epoch: 1/3 Discriminator Loss: 1.2225 Generator Loss: 1.0379 Epoch: 1/3 Discriminator Loss: 1.2766 Generator Loss: 0.6150 Epoch: 1/3 Discriminator Loss: 1.2609 Generator Loss: 0.8898 Epoch: 1/3 Discriminator Loss: 1.3615 Generator Loss: 0.7495 Epoch: 1/3 Discriminator Loss: 1.1177 Generator Loss: 0.9681
Epoch: 1/3 Discriminator Loss: 1.2468 Generator Loss: 0.8524 Epoch: 1/3 Discriminator Loss: 1.3330 Generator Loss: 0.6618 Epoch: 1/3 Discriminator Loss: 1.1824 Generator Loss: 0.8690 Epoch: 1/3 Discriminator Loss: 1.2913 Generator Loss: 0.8062 Epoch: 1/3 Discriminator Loss: 1.3670 Generator Loss: 0.6220 Epoch: 1/3 Discriminator Loss: 1.3767 Generator Loss: 0.7495 Epoch: 2/3 Discriminator Loss: 1.2578 Generator Loss: 0.8585 Epoch: 2/3 Discriminator Loss: 1.1694 Generator Loss: 1.0447 Epoch: 2/3 Discriminator Loss: 1.1992 Generator Loss: 1.0536 Epoch: 2/3 Discriminator Loss: 1.3925 Generator Loss: 0.8941
Epoch: 2/3 Discriminator Loss: 1.3916 Generator Loss: 0.6099 Epoch: 2/3 Discriminator Loss: 1.3104 Generator Loss: 0.6660 Epoch: 2/3 Discriminator Loss: 1.2228 Generator Loss: 1.0047 Epoch: 2/3 Discriminator Loss: 1.2326 Generator Loss: 0.9110 Epoch: 2/3 Discriminator Loss: 1.3846 Generator Loss: 0.6107 Epoch: 2/3 Discriminator Loss: 1.3733 Generator Loss: 0.8472 Epoch: 2/3 Discriminator Loss: 1.2641 Generator Loss: 0.7978 Epoch: 2/3 Discriminator Loss: 1.3065 Generator Loss: 0.8119 Epoch: 2/3 Discriminator Loss: 1.3369 Generator Loss: 1.0463 Epoch: 2/3 Discriminator Loss: 1.2793 Generator Loss: 0.7520
Epoch: 2/3 Discriminator Loss: 1.1994 Generator Loss: 0.8798 Epoch: 2/3 Discriminator Loss: 1.2322 Generator Loss: 0.8394 Epoch: 2/3 Discriminator Loss: 1.3179 Generator Loss: 0.6536 Epoch: 2/3 Discriminator Loss: 1.3581 Generator Loss: 0.6402 Epoch: 2/3 Discriminator Loss: 1.2414 Generator Loss: 0.8218 Epoch: 2/3 Discriminator Loss: 1.2404 Generator Loss: 0.8997 Epoch: 2/3 Discriminator Loss: 1.3330 Generator Loss: 0.7350 Epoch: 2/3 Discriminator Loss: 1.2800 Generator Loss: 0.7166 Epoch: 2/3 Discriminator Loss: 1.2105 Generator Loss: 0.9875 Epoch: 2/3 Discriminator Loss: 1.2028 Generator Loss: 0.7869
Epoch: 2/3 Discriminator Loss: 1.2852 Generator Loss: 0.9458 Epoch: 2/3 Discriminator Loss: 1.2969 Generator Loss: 0.7550 Epoch: 2/3 Discriminator Loss: 1.2871 Generator Loss: 0.8812 Epoch: 2/3 Discriminator Loss: 1.3654 Generator Loss: 0.6647 Epoch: 2/3 Discriminator Loss: 1.2830 Generator Loss: 0.8699 Epoch: 2/3 Discriminator Loss: 1.4829 Generator Loss: 0.5231 Epoch: 2/3 Discriminator Loss: 1.2236 Generator Loss: 0.9607 Epoch: 2/3 Discriminator Loss: 1.3119 Generator Loss: 0.7372 Epoch: 2/3 Discriminator Loss: 1.2600 Generator Loss: 0.8723 Epoch: 2/3 Discriminator Loss: 1.3341 Generator Loss: 0.6846
Epoch: 2/3 Discriminator Loss: 1.2560 Generator Loss: 0.9722 Epoch: 2/3 Discriminator Loss: 1.2906 Generator Loss: 1.0044 Epoch: 2/3 Discriminator Loss: 1.2948 Generator Loss: 0.9179 Epoch: 2/3 Discriminator Loss: 1.3831 Generator Loss: 0.8038 Epoch: 2/3 Discriminator Loss: 1.2456 Generator Loss: 0.8283 Epoch: 2/3 Discriminator Loss: 1.1660 Generator Loss: 0.9949 Epoch: 2/3 Discriminator Loss: 1.2584 Generator Loss: 0.7599 Epoch: 2/3 Discriminator Loss: 1.3853 Generator Loss: 0.6352 Epoch: 2/3 Discriminator Loss: 1.3142 Generator Loss: 0.6914 Epoch: 2/3 Discriminator Loss: 1.2822 Generator Loss: 0.9674
Epoch: 2/3 Discriminator Loss: 1.2954 Generator Loss: 0.9005 Epoch: 2/3 Discriminator Loss: 1.2786 Generator Loss: 0.7055 Epoch: 2/3 Discriminator Loss: 1.3411 Generator Loss: 0.7978 Epoch: 2/3 Discriminator Loss: 1.1843 Generator Loss: 0.9076 Epoch: 2/3 Discriminator Loss: 1.2576 Generator Loss: 0.8621 Epoch: 2/3 Discriminator Loss: 1.3543 Generator Loss: 0.7702 Epoch: 2/3 Discriminator Loss: 1.2925 Generator Loss: 0.7407 Epoch: 2/3 Discriminator Loss: 1.2451 Generator Loss: 0.8388 Epoch: 2/3 Discriminator Loss: 1.3376 Generator Loss: 0.8291 Epoch: 2/3 Discriminator Loss: 1.2236 Generator Loss: 0.6892
Epoch: 2/3 Discriminator Loss: 1.2859 Generator Loss: 0.9374 Epoch: 2/3 Discriminator Loss: 1.4120 Generator Loss: 0.8639 Epoch: 2/3 Discriminator Loss: 1.2393 Generator Loss: 0.7707 Epoch: 2/3 Discriminator Loss: 1.3294 Generator Loss: 0.6913 Epoch: 2/3 Discriminator Loss: 1.3373 Generator Loss: 0.7095 Epoch: 2/3 Discriminator Loss: 1.3274 Generator Loss: 0.6851 Epoch: 2/3 Discriminator Loss: 1.3261 Generator Loss: 0.6793 Epoch: 2/3 Discriminator Loss: 1.3161 Generator Loss: 0.8210 Epoch: 2/3 Discriminator Loss: 1.3435 Generator Loss: 0.6946 Epoch: 2/3 Discriminator Loss: 1.4025 Generator Loss: 0.7887
Epoch: 2/3 Discriminator Loss: 1.3386 Generator Loss: 0.7851 Epoch: 2/3 Discriminator Loss: 1.3089 Generator Loss: 0.6949 Epoch: 2/3 Discriminator Loss: 1.2511 Generator Loss: 1.0320 Epoch: 2/3 Discriminator Loss: 1.2558 Generator Loss: 0.9808 Epoch: 2/3 Discriminator Loss: 1.4071 Generator Loss: 0.6352 Epoch: 2/3 Discriminator Loss: 1.3772 Generator Loss: 0.8071 Epoch: 2/3 Discriminator Loss: 1.3547 Generator Loss: 0.6922 Epoch: 2/3 Discriminator Loss: 1.3683 Generator Loss: 0.6834 Epoch: 2/3 Discriminator Loss: 1.4376 Generator Loss: 0.7371 Epoch: 2/3 Discriminator Loss: 1.3712 Generator Loss: 0.7397
Epoch: 2/3 Discriminator Loss: 1.3030 Generator Loss: 0.7257 Epoch: 2/3 Discriminator Loss: 1.3555 Generator Loss: 0.7905 Epoch: 2/3 Discriminator Loss: 1.4216 Generator Loss: 0.6985 Epoch: 2/3 Discriminator Loss: 1.2336 Generator Loss: 0.8026 Epoch: 2/3 Discriminator Loss: 1.3441 Generator Loss: 0.6676 Epoch: 2/3 Discriminator Loss: 1.2733 Generator Loss: 0.7654 Epoch: 2/3 Discriminator Loss: 1.2821 Generator Loss: 1.0176 Epoch: 2/3 Discriminator Loss: 1.4260 Generator Loss: 0.5694 Epoch: 2/3 Discriminator Loss: 1.5585 Generator Loss: 1.3612 Epoch: 2/3 Discriminator Loss: 1.1987 Generator Loss: 0.8623
Epoch: 2/3 Discriminator Loss: 1.4326 Generator Loss: 0.8021 Epoch: 2/3 Discriminator Loss: 1.2683 Generator Loss: 0.8138 Epoch: 2/3 Discriminator Loss: 1.2992 Generator Loss: 0.8237 Epoch: 2/3 Discriminator Loss: 1.2781 Generator Loss: 0.8241 Epoch: 2/3 Discriminator Loss: 1.2594 Generator Loss: 0.8159 Epoch: 2/3 Discriminator Loss: 1.2823 Generator Loss: 0.7752 Epoch: 2/3 Discriminator Loss: 1.3135 Generator Loss: 0.7623 Epoch: 2/3 Discriminator Loss: 1.3800 Generator Loss: 0.7371 Epoch: 2/3 Discriminator Loss: 1.2526 Generator Loss: 0.7853 Epoch: 2/3 Discriminator Loss: 1.2546 Generator Loss: 0.9556
Epoch: 2/3 Discriminator Loss: 1.2391 Generator Loss: 0.8358 Epoch: 2/3 Discriminator Loss: 1.4952 Generator Loss: 0.5346 Epoch: 2/3 Discriminator Loss: 1.3561 Generator Loss: 0.7192 Epoch: 2/3 Discriminator Loss: 1.2169 Generator Loss: 0.8709 Epoch: 2/3 Discriminator Loss: 1.2860 Generator Loss: 0.8382 Epoch: 2/3 Discriminator Loss: 1.3682 Generator Loss: 0.8516 Epoch: 2/3 Discriminator Loss: 1.1955 Generator Loss: 0.8661 Epoch: 2/3 Discriminator Loss: 1.3389 Generator Loss: 0.6631 Epoch: 2/3 Discriminator Loss: 1.3091 Generator Loss: 0.8182 Epoch: 2/3 Discriminator Loss: 1.2506 Generator Loss: 0.9838
Epoch: 2/3 Discriminator Loss: 1.3413 Generator Loss: 0.6934 Epoch: 2/3 Discriminator Loss: 1.2224 Generator Loss: 0.9110 Epoch: 2/3 Discriminator Loss: 1.3609 Generator Loss: 0.9010 Epoch: 2/3 Discriminator Loss: 1.2417 Generator Loss: 0.7985 Epoch: 2/3 Discriminator Loss: 1.2379 Generator Loss: 0.8157 Epoch: 2/3 Discriminator Loss: 1.3683 Generator Loss: 0.8721 Epoch: 2/3 Discriminator Loss: 1.2879 Generator Loss: 0.7463 Epoch: 2/3 Discriminator Loss: 1.3317 Generator Loss: 0.7732 Epoch: 2/3 Discriminator Loss: 1.3058 Generator Loss: 0.7666 Epoch: 2/3 Discriminator Loss: 1.3043 Generator Loss: 0.7528
Epoch: 2/3 Discriminator Loss: 1.1721 Generator Loss: 0.9763 Epoch: 2/3 Discriminator Loss: 1.3101 Generator Loss: 0.8967 Epoch: 2/3 Discriminator Loss: 1.2954 Generator Loss: 0.7118 Epoch: 2/3 Discriminator Loss: 1.2909 Generator Loss: 0.7167 Epoch: 2/3 Discriminator Loss: 1.3294 Generator Loss: 0.7735 Epoch: 2/3 Discriminator Loss: 1.1986 Generator Loss: 1.0224 Epoch: 2/3 Discriminator Loss: 1.2324 Generator Loss: 0.8381 Epoch: 2/3 Discriminator Loss: 1.2353 Generator Loss: 0.7638 Epoch: 2/3 Discriminator Loss: 1.3781 Generator Loss: 0.7784 Epoch: 2/3 Discriminator Loss: 1.2713 Generator Loss: 0.7415
Epoch: 2/3 Discriminator Loss: 1.2636 Generator Loss: 0.7639 Epoch: 2/3 Discriminator Loss: 1.2682 Generator Loss: 1.2390 Epoch: 2/3 Discriminator Loss: 1.4121 Generator Loss: 0.6102 Epoch: 2/3 Discriminator Loss: 1.3239 Generator Loss: 0.7434 Epoch: 2/3 Discriminator Loss: 1.2756 Generator Loss: 0.8706 Epoch: 2/3 Discriminator Loss: 1.3406 Generator Loss: 0.6368 Epoch: 2/3 Discriminator Loss: 1.2525 Generator Loss: 0.8436 Epoch: 2/3 Discriminator Loss: 1.3017 Generator Loss: 0.8134 Epoch: 2/3 Discriminator Loss: 1.3987 Generator Loss: 0.6707 Epoch: 2/3 Discriminator Loss: 1.3134 Generator Loss: 0.7259
Epoch: 2/3 Discriminator Loss: 1.3818 Generator Loss: 0.6854 Epoch: 2/3 Discriminator Loss: 1.2597 Generator Loss: 0.9595 Epoch: 2/3 Discriminator Loss: 1.2248 Generator Loss: 0.7508 Epoch: 2/3 Discriminator Loss: 1.2464 Generator Loss: 0.8583 Epoch: 2/3 Discriminator Loss: 1.3496 Generator Loss: 0.6965 Epoch: 2/3 Discriminator Loss: 1.2590 Generator Loss: 0.7612 Epoch: 2/3 Discriminator Loss: 1.3340 Generator Loss: 0.9160 Epoch: 2/3 Discriminator Loss: 1.2935 Generator Loss: 0.7434 Epoch: 2/3 Discriminator Loss: 1.4307 Generator Loss: 0.6352 Epoch: 2/3 Discriminator Loss: 1.1867 Generator Loss: 0.9042
Epoch: 2/3 Discriminator Loss: 1.5592 Generator Loss: 0.5540 Epoch: 2/3 Discriminator Loss: 1.1390 Generator Loss: 0.7787 Epoch: 2/3 Discriminator Loss: 1.1627 Generator Loss: 0.9775 Epoch: 2/3 Discriminator Loss: 1.3747 Generator Loss: 0.8446 Epoch: 2/3 Discriminator Loss: 1.3726 Generator Loss: 0.6605 Epoch: 2/3 Discriminator Loss: 1.3680 Generator Loss: 0.6478 Epoch: 2/3 Discriminator Loss: 1.3458 Generator Loss: 0.6757 Epoch: 2/3 Discriminator Loss: 1.2557 Generator Loss: 0.9230 Epoch: 2/3 Discriminator Loss: 1.2417 Generator Loss: 0.9382 Epoch: 2/3 Discriminator Loss: 1.3305 Generator Loss: 0.7231
Epoch: 2/3 Discriminator Loss: 1.3852 Generator Loss: 0.6724 Epoch: 2/3 Discriminator Loss: 1.2885 Generator Loss: 0.8115 Epoch: 2/3 Discriminator Loss: 1.2791 Generator Loss: 0.7847 Epoch: 2/3 Discriminator Loss: 1.3043 Generator Loss: 0.8742 Epoch: 2/3 Discriminator Loss: 1.3698 Generator Loss: 0.6656 Epoch: 2/3 Discriminator Loss: 1.2844 Generator Loss: 0.8157 Epoch: 2/3 Discriminator Loss: 1.2627 Generator Loss: 0.9321 Epoch: 2/3 Discriminator Loss: 1.2625 Generator Loss: 1.0037 Epoch: 2/3 Discriminator Loss: 1.1265 Generator Loss: 1.0938 Epoch: 2/3 Discriminator Loss: 1.3777 Generator Loss: 0.7804
Epoch: 2/3 Discriminator Loss: 1.2328 Generator Loss: 0.8562 Epoch: 2/3 Discriminator Loss: 1.4328 Generator Loss: 0.7007 Epoch: 2/3 Discriminator Loss: 1.3539 Generator Loss: 0.6928 Epoch: 2/3 Discriminator Loss: 1.2870 Generator Loss: 0.7700 Epoch: 2/3 Discriminator Loss: 1.3563 Generator Loss: 0.7589 Epoch: 2/3 Discriminator Loss: 1.1687 Generator Loss: 0.9804 Epoch: 2/3 Discriminator Loss: 1.2492 Generator Loss: 0.8475 Epoch: 2/3 Discriminator Loss: 1.1934 Generator Loss: 0.9128 Epoch: 2/3 Discriminator Loss: 1.3330 Generator Loss: 0.7120 Epoch: 2/3 Discriminator Loss: 1.3123 Generator Loss: 0.7793
Epoch: 2/3 Discriminator Loss: 1.1665 Generator Loss: 0.9063 Epoch: 2/3 Discriminator Loss: 1.2780 Generator Loss: 0.8330 Epoch: 2/3 Discriminator Loss: 1.2950 Generator Loss: 0.7744 Epoch: 2/3 Discriminator Loss: 1.2379 Generator Loss: 0.9062 Epoch: 2/3 Discriminator Loss: 1.2722 Generator Loss: 0.8787 Epoch: 2/3 Discriminator Loss: 1.2842 Generator Loss: 0.7154 Epoch: 2/3 Discriminator Loss: 1.2655 Generator Loss: 0.7566 Epoch: 2/3 Discriminator Loss: 1.1804 Generator Loss: 0.9736 Epoch: 2/3 Discriminator Loss: 1.2919 Generator Loss: 0.8084 Epoch: 2/3 Discriminator Loss: 1.3740 Generator Loss: 0.7159
Epoch: 2/3 Discriminator Loss: 1.2791 Generator Loss: 1.0484 Epoch: 2/3 Discriminator Loss: 1.3821 Generator Loss: 0.8768 Epoch: 2/3 Discriminator Loss: 1.3223 Generator Loss: 0.7042 Epoch: 2/3 Discriminator Loss: 1.3413 Generator Loss: 0.8088 Epoch: 2/3 Discriminator Loss: 1.4219 Generator Loss: 0.6260 Epoch: 2/3 Discriminator Loss: 1.3618 Generator Loss: 0.6773 Epoch: 2/3 Discriminator Loss: 1.2363 Generator Loss: 0.9208 Epoch: 2/3 Discriminator Loss: 1.3205 Generator Loss: 0.7320 Epoch: 2/3 Discriminator Loss: 1.3168 Generator Loss: 0.9192 Epoch: 2/3 Discriminator Loss: 1.2418 Generator Loss: 0.7448
Epoch: 2/3 Discriminator Loss: 1.3354 Generator Loss: 0.8302 Epoch: 2/3 Discriminator Loss: 1.3754 Generator Loss: 0.7456 Epoch: 2/3 Discriminator Loss: 1.3961 Generator Loss: 0.6595 Epoch: 2/3 Discriminator Loss: 1.4117 Generator Loss: 0.6908 Epoch: 2/3 Discriminator Loss: 1.2908 Generator Loss: 0.6363 Epoch: 2/3 Discriminator Loss: 1.2091 Generator Loss: 0.8486 Epoch: 2/3 Discriminator Loss: 1.3566 Generator Loss: 0.7780 Epoch: 2/3 Discriminator Loss: 1.2334 Generator Loss: 0.9486 Epoch: 2/3 Discriminator Loss: 1.2786 Generator Loss: 0.7926 Epoch: 2/3 Discriminator Loss: 1.3558 Generator Loss: 0.6520
Epoch: 2/3 Discriminator Loss: 1.3474 Generator Loss: 0.7090 Epoch: 2/3 Discriminator Loss: 1.4041 Generator Loss: 0.7761 Epoch: 2/3 Discriminator Loss: 1.3596 Generator Loss: 0.6844 Epoch: 2/3 Discriminator Loss: 1.4022 Generator Loss: 0.6088 Epoch: 2/3 Discriminator Loss: 1.2369 Generator Loss: 0.9041 Epoch: 2/3 Discriminator Loss: 1.2642 Generator Loss: 0.8518 Epoch: 2/3 Discriminator Loss: 1.2933 Generator Loss: 0.7829 Epoch: 2/3 Discriminator Loss: 1.2587 Generator Loss: 0.7826 Epoch: 2/3 Discriminator Loss: 1.2717 Generator Loss: 0.7790 Epoch: 2/3 Discriminator Loss: 1.3653 Generator Loss: 0.7238
Epoch: 2/3 Discriminator Loss: 1.2778 Generator Loss: 0.7104 Epoch: 2/3 Discriminator Loss: 1.2123 Generator Loss: 0.8949 Epoch: 2/3 Discriminator Loss: 1.2645 Generator Loss: 0.8453 Epoch: 2/3 Discriminator Loss: 1.2873 Generator Loss: 0.7138 Epoch: 2/3 Discriminator Loss: 1.2802 Generator Loss: 0.8373 Epoch: 2/3 Discriminator Loss: 1.3409 Generator Loss: 0.9633 Epoch: 2/3 Discriminator Loss: 1.2966 Generator Loss: 0.7136 Epoch: 2/3 Discriminator Loss: 1.3170 Generator Loss: 0.7424 Epoch: 2/3 Discriminator Loss: 1.4177 Generator Loss: 0.7791 Epoch: 2/3 Discriminator Loss: 1.2728 Generator Loss: 0.7256
Epoch: 2/3 Discriminator Loss: 1.2993 Generator Loss: 0.7699 Epoch: 2/3 Discriminator Loss: 1.3503 Generator Loss: 0.6759 Epoch: 2/3 Discriminator Loss: 1.2938 Generator Loss: 0.7182 Epoch: 2/3 Discriminator Loss: 1.2773 Generator Loss: 0.7815 Epoch: 2/3 Discriminator Loss: 1.3092 Generator Loss: 0.8053 Epoch: 2/3 Discriminator Loss: 1.3184 Generator Loss: 0.9282 Epoch: 2/3 Discriminator Loss: 1.2552 Generator Loss: 0.7206 Epoch: 2/3 Discriminator Loss: 1.3210 Generator Loss: 0.7886 Epoch: 2/3 Discriminator Loss: 1.3291 Generator Loss: 0.6922 Epoch: 2/3 Discriminator Loss: 1.2484 Generator Loss: 0.7547
Epoch: 2/3 Discriminator Loss: 1.3108 Generator Loss: 0.8301 Epoch: 2/3 Discriminator Loss: 1.2277 Generator Loss: 0.9375 Epoch: 2/3 Discriminator Loss: 1.3123 Generator Loss: 0.6818 Epoch: 2/3 Discriminator Loss: 1.2832 Generator Loss: 0.7577 Epoch: 2/3 Discriminator Loss: 1.2713 Generator Loss: 0.8416 Epoch: 2/3 Discriminator Loss: 1.3079 Generator Loss: 0.8519 Epoch: 2/3 Discriminator Loss: 1.2351 Generator Loss: 0.8469 Epoch: 2/3 Discriminator Loss: 1.3240 Generator Loss: 0.7138 Epoch: 2/3 Discriminator Loss: 1.2274 Generator Loss: 0.8513 Epoch: 2/3 Discriminator Loss: 1.2880 Generator Loss: 0.7711
Epoch: 2/3 Discriminator Loss: 1.3726 Generator Loss: 0.7552 Epoch: 2/3 Discriminator Loss: 1.2701 Generator Loss: 0.8097 Epoch: 2/3 Discriminator Loss: 1.2934 Generator Loss: 0.8213 Epoch: 2/3 Discriminator Loss: 1.2211 Generator Loss: 0.8658 Epoch: 2/3 Discriminator Loss: 1.3259 Generator Loss: 0.7888 Epoch: 2/3 Discriminator Loss: 1.2789 Generator Loss: 0.9287 Epoch: 2/3 Discriminator Loss: 1.2992 Generator Loss: 0.6880 Epoch: 2/3 Discriminator Loss: 1.3421 Generator Loss: 0.6911 Epoch: 2/3 Discriminator Loss: 1.2344 Generator Loss: 0.9496 Epoch: 2/3 Discriminator Loss: 1.3270 Generator Loss: 0.8317
Epoch: 2/3 Discriminator Loss: 1.2434 Generator Loss: 0.8806 Epoch: 2/3 Discriminator Loss: 1.2590 Generator Loss: 0.7699 Epoch: 2/3 Discriminator Loss: 1.2536 Generator Loss: 0.7799 Epoch: 2/3 Discriminator Loss: 1.2801 Generator Loss: 0.7906 Epoch: 2/3 Discriminator Loss: 1.3603 Generator Loss: 0.6825 Epoch: 2/3 Discriminator Loss: 1.2954 Generator Loss: 0.8023 Epoch: 2/3 Discriminator Loss: 1.3827 Generator Loss: 0.9612 Epoch: 2/3 Discriminator Loss: 1.3457 Generator Loss: 0.7373 Epoch: 2/3 Discriminator Loss: 1.1961 Generator Loss: 0.8517 Epoch: 2/3 Discriminator Loss: 1.3452 Generator Loss: 0.7037
Epoch: 2/3 Discriminator Loss: 1.2870 Generator Loss: 0.8615 Epoch: 2/3 Discriminator Loss: 1.2803 Generator Loss: 0.8406 Epoch: 2/3 Discriminator Loss: 1.2869 Generator Loss: 0.8643 Epoch: 2/3 Discriminator Loss: 1.2885 Generator Loss: 0.9329 Epoch: 2/3 Discriminator Loss: 1.1648 Generator Loss: 0.8149 Epoch: 2/3 Discriminator Loss: 1.2819 Generator Loss: 0.7399 Epoch: 2/3 Discriminator Loss: 1.2998 Generator Loss: 0.8765 Epoch: 2/3 Discriminator Loss: 1.2032 Generator Loss: 0.9688 Epoch: 2/3 Discriminator Loss: 1.3177 Generator Loss: 0.7073 Epoch: 2/3 Discriminator Loss: 1.2530 Generator Loss: 0.9340
Epoch: 2/3 Discriminator Loss: 1.4146 Generator Loss: 0.6340 Epoch: 2/3 Discriminator Loss: 1.1903 Generator Loss: 1.0482 Epoch: 2/3 Discriminator Loss: 1.4194 Generator Loss: 0.7390 Epoch: 2/3 Discriminator Loss: 1.3810 Generator Loss: 1.0037 Epoch: 2/3 Discriminator Loss: 1.2196 Generator Loss: 0.9741 Epoch: 2/3 Discriminator Loss: 1.4296 Generator Loss: 0.6071 Epoch: 2/3 Discriminator Loss: 1.3267 Generator Loss: 0.6554 Epoch: 2/3 Discriminator Loss: 1.3727 Generator Loss: 0.6568 Epoch: 2/3 Discriminator Loss: 1.5160 Generator Loss: 0.6721 Epoch: 2/3 Discriminator Loss: 1.2387 Generator Loss: 0.8802
Epoch: 2/3 Discriminator Loss: 1.2983 Generator Loss: 0.7281 Epoch: 2/3 Discriminator Loss: 1.1590 Generator Loss: 0.8607 Epoch: 2/3 Discriminator Loss: 1.4105 Generator Loss: 0.7499 Epoch: 2/3 Discriminator Loss: 1.3482 Generator Loss: 0.7497 Epoch: 2/3 Discriminator Loss: 1.3827 Generator Loss: 0.6890 Epoch: 2/3 Discriminator Loss: 1.3197 Generator Loss: 0.8040 Epoch: 2/3 Discriminator Loss: 1.3927 Generator Loss: 0.7487 Epoch: 2/3 Discriminator Loss: 1.3375 Generator Loss: 0.6089 Epoch: 2/3 Discriminator Loss: 1.2012 Generator Loss: 0.8866 Epoch: 2/3 Discriminator Loss: 1.2510 Generator Loss: 0.8572
Epoch: 2/3 Discriminator Loss: 1.3154 Generator Loss: 0.7929 Epoch: 2/3 Discriminator Loss: 1.4072 Generator Loss: 0.6132 Epoch: 2/3 Discriminator Loss: 1.2466 Generator Loss: 0.9060 Epoch: 2/3 Discriminator Loss: 1.3294 Generator Loss: 0.8784 Epoch: 2/3 Discriminator Loss: 1.2276 Generator Loss: 0.8156 Epoch: 2/3 Discriminator Loss: 1.1525 Generator Loss: 1.0158 Epoch: 2/3 Discriminator Loss: 1.2981 Generator Loss: 0.6507 Epoch: 2/3 Discriminator Loss: 1.3084 Generator Loss: 0.7477 Epoch: 2/3 Discriminator Loss: 1.3453 Generator Loss: 0.8417 Epoch: 2/3 Discriminator Loss: 1.2778 Generator Loss: 0.8321
Epoch: 2/3 Discriminator Loss: 1.3029 Generator Loss: 0.7497 Epoch: 2/3 Discriminator Loss: 1.2558 Generator Loss: 0.7755 Epoch: 2/3 Discriminator Loss: 1.3951 Generator Loss: 0.6340 Epoch: 2/3 Discriminator Loss: 1.2594 Generator Loss: 0.9242 Epoch: 2/3 Discriminator Loss: 1.2983 Generator Loss: 0.8578 Epoch: 2/3 Discriminator Loss: 1.3982 Generator Loss: 0.7750 Epoch: 2/3 Discriminator Loss: 1.3757 Generator Loss: 0.6980 Epoch: 2/3 Discriminator Loss: 1.3173 Generator Loss: 0.8419 Epoch: 2/3 Discriminator Loss: 1.4189 Generator Loss: 0.6419 Epoch: 2/3 Discriminator Loss: 1.2880 Generator Loss: 0.8415
Epoch: 2/3 Discriminator Loss: 1.2742 Generator Loss: 0.7544 Epoch: 2/3 Discriminator Loss: 1.3195 Generator Loss: 0.8113 Epoch: 2/3 Discriminator Loss: 1.4285 Generator Loss: 0.6440 Epoch: 2/3 Discriminator Loss: 1.2737 Generator Loss: 0.8584 Epoch: 2/3 Discriminator Loss: 1.2241 Generator Loss: 0.8444 Epoch: 2/3 Discriminator Loss: 1.4481 Generator Loss: 0.6952 Epoch: 2/3 Discriminator Loss: 1.2943 Generator Loss: 0.7715 Epoch: 2/3 Discriminator Loss: 1.3280 Generator Loss: 0.7337 Epoch: 2/3 Discriminator Loss: 1.3688 Generator Loss: 0.7624 Epoch: 2/3 Discriminator Loss: 1.2192 Generator Loss: 0.8786
Epoch: 2/3 Discriminator Loss: 1.4902 Generator Loss: 0.6650 Epoch: 2/3 Discriminator Loss: 1.2032 Generator Loss: 0.8027 Epoch: 2/3 Discriminator Loss: 1.3487 Generator Loss: 0.7519 Epoch: 2/3 Discriminator Loss: 1.2409 Generator Loss: 0.9529 Epoch: 2/3 Discriminator Loss: 1.2781 Generator Loss: 0.8497 Epoch: 2/3 Discriminator Loss: 1.3259 Generator Loss: 0.7645 Epoch: 2/3 Discriminator Loss: 1.2335 Generator Loss: 0.8434 Epoch: 2/3 Discriminator Loss: 1.2154 Generator Loss: 1.1492 Epoch: 2/3 Discriminator Loss: 1.3635 Generator Loss: 0.6870 Epoch: 2/3 Discriminator Loss: 1.4101 Generator Loss: 0.7854
Epoch: 2/3 Discriminator Loss: 1.1937 Generator Loss: 0.8862 Epoch: 2/3 Discriminator Loss: 1.3351 Generator Loss: 0.7994 Epoch: 2/3 Discriminator Loss: 1.1773 Generator Loss: 0.9732 Epoch: 2/3 Discriminator Loss: 1.3002 Generator Loss: 0.7752 Epoch: 2/3 Discriminator Loss: 1.1853 Generator Loss: 0.8514 Epoch: 2/3 Discriminator Loss: 1.3549 Generator Loss: 0.7095 Epoch: 2/3 Discriminator Loss: 1.2917 Generator Loss: 0.7938 Epoch: 2/3 Discriminator Loss: 1.3416 Generator Loss: 0.7293 Epoch: 2/3 Discriminator Loss: 1.4094 Generator Loss: 0.6807 Epoch: 2/3 Discriminator Loss: 1.3866 Generator Loss: 0.6785
Epoch: 2/3 Discriminator Loss: 1.2781 Generator Loss: 0.8234 Epoch: 2/3 Discriminator Loss: 1.2505 Generator Loss: 0.8766 Epoch: 2/3 Discriminator Loss: 1.3118 Generator Loss: 0.7875 Epoch: 2/3 Discriminator Loss: 1.2999 Generator Loss: 0.8258 Epoch: 2/3 Discriminator Loss: 1.3181 Generator Loss: 0.8382 Epoch: 2/3 Discriminator Loss: 1.4039 Generator Loss: 0.7684 Epoch: 2/3 Discriminator Loss: 1.4281 Generator Loss: 0.6751 Epoch: 2/3 Discriminator Loss: 1.1576 Generator Loss: 1.0116 Epoch: 2/3 Discriminator Loss: 1.4025 Generator Loss: 0.6919 Epoch: 2/3 Discriminator Loss: 1.3365 Generator Loss: 0.8365
Epoch: 2/3 Discriminator Loss: 1.3603 Generator Loss: 0.7492 Epoch: 2/3 Discriminator Loss: 1.2290 Generator Loss: 0.8094 Epoch: 2/3 Discriminator Loss: 1.2681 Generator Loss: 0.8437 Epoch: 2/3 Discriminator Loss: 1.2369 Generator Loss: 0.9797 Epoch: 2/3 Discriminator Loss: 1.2274 Generator Loss: 0.8196 Epoch: 2/3 Discriminator Loss: 1.3759 Generator Loss: 0.7374 Epoch: 2/3 Discriminator Loss: 1.2803 Generator Loss: 0.8021 Epoch: 2/3 Discriminator Loss: 1.3272 Generator Loss: 0.8238 Epoch: 2/3 Discriminator Loss: 1.2501 Generator Loss: 0.8185 Epoch: 2/3 Discriminator Loss: 1.2674 Generator Loss: 0.8127
Epoch: 2/3 Discriminator Loss: 1.2745 Generator Loss: 0.8366 Epoch: 2/3 Discriminator Loss: 1.2421 Generator Loss: 0.8310 Epoch: 2/3 Discriminator Loss: 1.3209 Generator Loss: 0.8301 Epoch: 2/3 Discriminator Loss: 1.3673 Generator Loss: 0.6530 Epoch: 2/3 Discriminator Loss: 1.3619 Generator Loss: 0.8969 Epoch: 2/3 Discriminator Loss: 1.1986 Generator Loss: 0.9755 Epoch: 2/3 Discriminator Loss: 1.2190 Generator Loss: 0.8923 Epoch: 2/3 Discriminator Loss: 1.4498 Generator Loss: 0.6973 Epoch: 2/3 Discriminator Loss: 1.2403 Generator Loss: 0.7951 Epoch: 2/3 Discriminator Loss: 1.3277 Generator Loss: 0.8222
Epoch: 2/3 Discriminator Loss: 1.3545 Generator Loss: 0.7111 Epoch: 2/3 Discriminator Loss: 1.3171 Generator Loss: 0.8960 Epoch: 2/3 Discriminator Loss: 1.2250 Generator Loss: 0.8228 Epoch: 2/3 Discriminator Loss: 1.3556 Generator Loss: 0.8424 Epoch: 2/3 Discriminator Loss: 1.4001 Generator Loss: 0.6850 Epoch: 2/3 Discriminator Loss: 1.3193 Generator Loss: 0.6744 Epoch: 2/3 Discriminator Loss: 1.3334 Generator Loss: 0.7642 Epoch: 2/3 Discriminator Loss: 1.4612 Generator Loss: 0.6090 Epoch: 2/3 Discriminator Loss: 1.1405 Generator Loss: 0.9150 Epoch: 2/3 Discriminator Loss: 1.2582 Generator Loss: 1.1463
Epoch: 2/3 Discriminator Loss: 1.3600 Generator Loss: 0.8116 Epoch: 2/3 Discriminator Loss: 1.2601 Generator Loss: 0.8120 Epoch: 2/3 Discriminator Loss: 1.4610 Generator Loss: 0.7203 Epoch: 2/3 Discriminator Loss: 1.3616 Generator Loss: 0.7874 Epoch: 2/3 Discriminator Loss: 1.2397 Generator Loss: 0.9251 Epoch: 2/3 Discriminator Loss: 1.2461 Generator Loss: 0.9287 Epoch: 2/3 Discriminator Loss: 1.2815 Generator Loss: 0.9301 Epoch: 2/3 Discriminator Loss: 1.4019 Generator Loss: 0.7025 Epoch: 2/3 Discriminator Loss: 1.3215 Generator Loss: 0.7006 Epoch: 2/3 Discriminator Loss: 1.3813 Generator Loss: 0.7699
Epoch: 2/3 Discriminator Loss: 1.4054 Generator Loss: 0.7999 Epoch: 2/3 Discriminator Loss: 1.3656 Generator Loss: 0.7023 Epoch: 2/3 Discriminator Loss: 1.2737 Generator Loss: 0.8427 Epoch: 2/3 Discriminator Loss: 1.3604 Generator Loss: 0.7006 Epoch: 2/3 Discriminator Loss: 1.3096 Generator Loss: 0.8061 Epoch: 2/3 Discriminator Loss: 1.3235 Generator Loss: 0.7880 Epoch: 2/3 Discriminator Loss: 1.2504 Generator Loss: 0.7954 Epoch: 2/3 Discriminator Loss: 1.2110 Generator Loss: 0.9630 Epoch: 2/3 Discriminator Loss: 1.3833 Generator Loss: 0.6625 Epoch: 2/3 Discriminator Loss: 1.2730 Generator Loss: 0.7817
Epoch: 2/3 Discriminator Loss: 1.1860 Generator Loss: 0.9852 Epoch: 2/3 Discriminator Loss: 1.3776 Generator Loss: 0.7838 Epoch: 2/3 Discriminator Loss: 1.2822 Generator Loss: 0.8874 Epoch: 2/3 Discriminator Loss: 1.3602 Generator Loss: 0.7769 Epoch: 2/3 Discriminator Loss: 1.1922 Generator Loss: 1.0006 Epoch: 2/3 Discriminator Loss: 1.2559 Generator Loss: 0.8128 Epoch: 2/3 Discriminator Loss: 1.2434 Generator Loss: 0.8429 Epoch: 2/3 Discriminator Loss: 1.3380 Generator Loss: 0.7096 Epoch: 2/3 Discriminator Loss: 1.2540 Generator Loss: 0.8865 Epoch: 2/3 Discriminator Loss: 1.3258 Generator Loss: 0.7126
Epoch: 2/3 Discriminator Loss: 1.3390 Generator Loss: 0.7630 Epoch: 2/3 Discriminator Loss: 1.2756 Generator Loss: 0.9170 Epoch: 2/3 Discriminator Loss: 1.3668 Generator Loss: 1.2348 Epoch: 2/3 Discriminator Loss: 1.3077 Generator Loss: 0.7454 Epoch: 2/3 Discriminator Loss: 1.2955 Generator Loss: 0.8011 Epoch: 2/3 Discriminator Loss: 1.3815 Generator Loss: 0.6832 Epoch: 2/3 Discriminator Loss: 1.3062 Generator Loss: 0.7327 Epoch: 2/3 Discriminator Loss: 1.2776 Generator Loss: 0.9153 Epoch: 2/3 Discriminator Loss: 1.2879 Generator Loss: 0.8614 Epoch: 2/3 Discriminator Loss: 1.2864 Generator Loss: 0.8087
Epoch: 2/3 Discriminator Loss: 1.2437 Generator Loss: 0.8531 Epoch: 2/3 Discriminator Loss: 1.3380 Generator Loss: 0.7826 Epoch: 2/3 Discriminator Loss: 1.3411 Generator Loss: 0.7341 Epoch: 2/3 Discriminator Loss: 1.2173 Generator Loss: 0.7841 Epoch: 2/3 Discriminator Loss: 1.2670 Generator Loss: 0.9381 Epoch: 2/3 Discriminator Loss: 1.1979 Generator Loss: 0.8757 Epoch: 2/3 Discriminator Loss: 1.3024 Generator Loss: 0.7845 Epoch: 2/3 Discriminator Loss: 1.3307 Generator Loss: 0.7175 Epoch: 2/3 Discriminator Loss: 1.3441 Generator Loss: 0.8223 Epoch: 2/3 Discriminator Loss: 1.4410 Generator Loss: 0.7372
Epoch: 2/3 Discriminator Loss: 1.2583 Generator Loss: 0.6999 Epoch: 2/3 Discriminator Loss: 1.2843 Generator Loss: 0.7314 Epoch: 2/3 Discriminator Loss: 1.3580 Generator Loss: 0.7940 Epoch: 2/3 Discriminator Loss: 1.2356 Generator Loss: 0.8549 Epoch: 2/3 Discriminator Loss: 1.3847 Generator Loss: 0.7576 Epoch: 2/3 Discriminator Loss: 1.2535 Generator Loss: 0.7177 Epoch: 2/3 Discriminator Loss: 1.3403 Generator Loss: 0.7810 Epoch: 2/3 Discriminator Loss: 1.1964 Generator Loss: 0.8166 Epoch: 2/3 Discriminator Loss: 1.2990 Generator Loss: 0.8304 Epoch: 2/3 Discriminator Loss: 1.2907 Generator Loss: 0.7838
Epoch: 2/3 Discriminator Loss: 1.2809 Generator Loss: 0.7789 Epoch: 2/3 Discriminator Loss: 1.3583 Generator Loss: 0.9107 Epoch: 2/3 Discriminator Loss: 1.2888 Generator Loss: 0.8707 Epoch: 2/3 Discriminator Loss: 1.2794 Generator Loss: 0.8684 Epoch: 2/3 Discriminator Loss: 1.2944 Generator Loss: 0.7377 Epoch: 2/3 Discriminator Loss: 1.2577 Generator Loss: 0.8186 Epoch: 2/3 Discriminator Loss: 1.3229 Generator Loss: 0.7860 Epoch: 2/3 Discriminator Loss: 1.3546 Generator Loss: 0.6282 Epoch: 2/3 Discriminator Loss: 1.3231 Generator Loss: 0.7983 Epoch: 2/3 Discriminator Loss: 1.3166 Generator Loss: 0.8328
Epoch: 2/3 Discriminator Loss: 1.2977 Generator Loss: 0.8066 Epoch: 2/3 Discriminator Loss: 1.3779 Generator Loss: 0.7089 Epoch: 2/3 Discriminator Loss: 1.3550 Generator Loss: 0.7343 Epoch: 2/3 Discriminator Loss: 1.3560 Generator Loss: 0.6590 Epoch: 2/3 Discriminator Loss: 1.1577 Generator Loss: 0.9371 Epoch: 2/3 Discriminator Loss: 1.2680 Generator Loss: 0.7629 Epoch: 2/3 Discriminator Loss: 1.4060 Generator Loss: 0.7686 Epoch: 2/3 Discriminator Loss: 1.3175 Generator Loss: 0.7768 Epoch: 2/3 Discriminator Loss: 1.3035 Generator Loss: 0.7443 Epoch: 2/3 Discriminator Loss: 1.3513 Generator Loss: 0.7084
Epoch: 2/3 Discriminator Loss: 1.2113 Generator Loss: 0.9087 Epoch: 2/3 Discriminator Loss: 1.2833 Generator Loss: 0.7843 Epoch: 2/3 Discriminator Loss: 1.3870 Generator Loss: 0.6906 Epoch: 2/3 Discriminator Loss: 1.3218 Generator Loss: 0.7674 Epoch: 2/3 Discriminator Loss: 1.2426 Generator Loss: 0.8251 Epoch: 2/3 Discriminator Loss: 1.4964 Generator Loss: 0.6726 Epoch: 2/3 Discriminator Loss: 1.3208 Generator Loss: 0.7261 Epoch: 2/3 Discriminator Loss: 1.2648 Generator Loss: 0.7584 Epoch: 2/3 Discriminator Loss: 1.4060 Generator Loss: 0.6455 Epoch: 2/3 Discriminator Loss: 1.2029 Generator Loss: 0.9294
Epoch: 2/3 Discriminator Loss: 1.2136 Generator Loss: 0.9497 Epoch: 2/3 Discriminator Loss: 1.2197 Generator Loss: 0.8452 Epoch: 2/3 Discriminator Loss: 1.3068 Generator Loss: 0.7756 Epoch: 2/3 Discriminator Loss: 1.3617 Generator Loss: 0.6724 Epoch: 2/3 Discriminator Loss: 1.2892 Generator Loss: 0.8084 Epoch: 2/3 Discriminator Loss: 1.3430 Generator Loss: 0.8120 Epoch: 2/3 Discriminator Loss: 1.3844 Generator Loss: 0.7103 Epoch: 2/3 Discriminator Loss: 1.2782 Generator Loss: 0.7610 Epoch: 2/3 Discriminator Loss: 1.3211 Generator Loss: 0.7542 Epoch: 2/3 Discriminator Loss: 1.3563 Generator Loss: 0.7519
Epoch: 2/3 Discriminator Loss: 1.3230 Generator Loss: 0.7069 Epoch: 2/3 Discriminator Loss: 1.3489 Generator Loss: 0.7860 Epoch: 2/3 Discriminator Loss: 1.2818 Generator Loss: 0.8339 Epoch: 2/3 Discriminator Loss: 1.4162 Generator Loss: 0.7191 Epoch: 2/3 Discriminator Loss: 1.2974 Generator Loss: 0.7313 Epoch: 2/3 Discriminator Loss: 1.2573 Generator Loss: 0.7695 Epoch: 2/3 Discriminator Loss: 1.2719 Generator Loss: 0.7602 Epoch: 2/3 Discriminator Loss: 1.3339 Generator Loss: 0.7190 Epoch: 2/3 Discriminator Loss: 1.3600 Generator Loss: 0.7526 Epoch: 2/3 Discriminator Loss: 1.4096 Generator Loss: 0.9057
Epoch: 2/3 Discriminator Loss: 1.3342 Generator Loss: 0.7253 Epoch: 2/3 Discriminator Loss: 1.5132 Generator Loss: 0.6764 Epoch: 2/3 Discriminator Loss: 1.2464 Generator Loss: 0.8922 Epoch: 2/3 Discriminator Loss: 1.3982 Generator Loss: 0.6474 Epoch: 2/3 Discriminator Loss: 1.4116 Generator Loss: 0.7260 Epoch: 2/3 Discriminator Loss: 1.2911 Generator Loss: 0.8068 Epoch: 2/3 Discriminator Loss: 1.3546 Generator Loss: 0.7542 Epoch: 2/3 Discriminator Loss: 1.3210 Generator Loss: 0.7795 Epoch: 2/3 Discriminator Loss: 1.3103 Generator Loss: 0.7905 Epoch: 2/3 Discriminator Loss: 1.2830 Generator Loss: 0.7716
Epoch: 2/3 Discriminator Loss: 1.4750 Generator Loss: 0.7105 Epoch: 2/3 Discriminator Loss: 1.3594 Generator Loss: 0.7395 Epoch: 2/3 Discriminator Loss: 1.3614 Generator Loss: 0.6962 Epoch: 2/3 Discriminator Loss: 1.2931 Generator Loss: 0.8187 Epoch: 2/3 Discriminator Loss: 1.2443 Generator Loss: 0.8492 Epoch: 2/3 Discriminator Loss: 1.3823 Generator Loss: 0.7056 Epoch: 2/3 Discriminator Loss: 1.3939 Generator Loss: 0.6696 Epoch: 2/3 Discriminator Loss: 1.3797 Generator Loss: 0.7975 Epoch: 2/3 Discriminator Loss: 1.2570 Generator Loss: 0.8330 Epoch: 2/3 Discriminator Loss: 1.2806 Generator Loss: 0.7739
Epoch: 2/3 Discriminator Loss: 1.3719 Generator Loss: 0.6934 Epoch: 2/3 Discriminator Loss: 1.3075 Generator Loss: 0.7794 Epoch: 2/3 Discriminator Loss: 1.2785 Generator Loss: 0.8322 Epoch: 2/3 Discriminator Loss: 1.1947 Generator Loss: 0.9555 Epoch: 2/3 Discriminator Loss: 1.3717 Generator Loss: 0.7079 Epoch: 2/3 Discriminator Loss: 1.2472 Generator Loss: 0.8153 Epoch: 2/3 Discriminator Loss: 1.2133 Generator Loss: 0.9136 Epoch: 2/3 Discriminator Loss: 1.2553 Generator Loss: 0.8576 Epoch: 2/3 Discriminator Loss: 1.3141 Generator Loss: 0.8332 Epoch: 2/3 Discriminator Loss: 1.2798 Generator Loss: 0.8620
Epoch: 2/3 Discriminator Loss: 1.2751 Generator Loss: 0.9044 Epoch: 2/3 Discriminator Loss: 1.4562 Generator Loss: 0.7347 Epoch: 2/3 Discriminator Loss: 1.3844 Generator Loss: 0.6708 Epoch: 2/3 Discriminator Loss: 1.2638 Generator Loss: 0.8350 Epoch: 2/3 Discriminator Loss: 1.2839 Generator Loss: 0.7273 Epoch: 2/3 Discriminator Loss: 1.2064 Generator Loss: 1.0048 Epoch: 2/3 Discriminator Loss: 1.3635 Generator Loss: 0.7454 Epoch: 2/3 Discriminator Loss: 1.2917 Generator Loss: 0.7810 Epoch: 2/3 Discriminator Loss: 1.2335 Generator Loss: 0.8752 Epoch: 2/3 Discriminator Loss: 1.2171 Generator Loss: 0.8783
Epoch: 2/3 Discriminator Loss: 1.3054 Generator Loss: 0.7398 Epoch: 2/3 Discriminator Loss: 1.3177 Generator Loss: 0.7691 Epoch: 2/3 Discriminator Loss: 1.2983 Generator Loss: 0.6835 Epoch: 2/3 Discriminator Loss: 1.3103 Generator Loss: 0.8768 Epoch: 2/3 Discriminator Loss: 1.3019 Generator Loss: 0.8207 Epoch: 2/3 Discriminator Loss: 1.2424 Generator Loss: 0.9097 Epoch: 2/3 Discriminator Loss: 1.4114 Generator Loss: 0.7071 Epoch: 2/3 Discriminator Loss: 1.2260 Generator Loss: 1.0404 Epoch: 2/3 Discriminator Loss: 1.2869 Generator Loss: 0.7827 Epoch: 2/3 Discriminator Loss: 1.2916 Generator Loss: 0.7865
Epoch: 2/3 Discriminator Loss: 1.3396 Generator Loss: 0.9764 Epoch: 2/3 Discriminator Loss: 1.3325 Generator Loss: 0.8628 Epoch: 2/3 Discriminator Loss: 1.3669 Generator Loss: 0.6496 Epoch: 2/3 Discriminator Loss: 1.3278 Generator Loss: 0.7675 Epoch: 2/3 Discriminator Loss: 1.3427 Generator Loss: 0.8440 Epoch: 2/3 Discriminator Loss: 1.3609 Generator Loss: 0.7365 Epoch: 2/3 Discriminator Loss: 1.3859 Generator Loss: 0.8660 Epoch: 2/3 Discriminator Loss: 1.3256 Generator Loss: 0.7395 Epoch: 2/3 Discriminator Loss: 1.3208 Generator Loss: 0.8704 Epoch: 2/3 Discriminator Loss: 1.2111 Generator Loss: 0.7741
Epoch: 2/3 Discriminator Loss: 1.3217 Generator Loss: 0.9027 Epoch: 2/3 Discriminator Loss: 1.3354 Generator Loss: 0.7033 Epoch: 2/3 Discriminator Loss: 1.3023 Generator Loss: 0.8996 Epoch: 2/3 Discriminator Loss: 1.3144 Generator Loss: 0.6595 Epoch: 2/3 Discriminator Loss: 1.2777 Generator Loss: 0.8005 Epoch: 2/3 Discriminator Loss: 1.3711 Generator Loss: 0.8336 Epoch: 2/3 Discriminator Loss: 1.2277 Generator Loss: 0.8543 Epoch: 2/3 Discriminator Loss: 1.4619 Generator Loss: 0.6043 Epoch: 2/3 Discriminator Loss: 1.3473 Generator Loss: 0.7435 Epoch: 2/3 Discriminator Loss: 1.2907 Generator Loss: 0.7402
Epoch: 2/3 Discriminator Loss: 1.3091 Generator Loss: 0.6978 Epoch: 2/3 Discriminator Loss: 1.3261 Generator Loss: 0.7807 Epoch: 2/3 Discriminator Loss: 1.4122 Generator Loss: 0.7490 Epoch: 2/3 Discriminator Loss: 1.2476 Generator Loss: 0.9753 Epoch: 2/3 Discriminator Loss: 1.2409 Generator Loss: 0.9081 Epoch: 2/3 Discriminator Loss: 1.3262 Generator Loss: 0.7749 Epoch: 2/3 Discriminator Loss: 1.2476 Generator Loss: 0.9393 Epoch: 2/3 Discriminator Loss: 1.2811 Generator Loss: 0.8604 Epoch: 2/3 Discriminator Loss: 1.3137 Generator Loss: 0.9111 Epoch: 2/3 Discriminator Loss: 1.3113 Generator Loss: 0.7334
Epoch: 2/3 Discriminator Loss: 1.2611 Generator Loss: 0.8574 Epoch: 2/3 Discriminator Loss: 1.3030 Generator Loss: 0.8937 Epoch: 2/3 Discriminator Loss: 1.3089 Generator Loss: 0.7179 Epoch: 2/3 Discriminator Loss: 1.4611 Generator Loss: 0.5824 Epoch: 2/3 Discriminator Loss: 1.3545 Generator Loss: 0.8107 Epoch: 2/3 Discriminator Loss: 1.2227 Generator Loss: 0.7819 Epoch: 2/3 Discriminator Loss: 1.3372 Generator Loss: 0.7692 Epoch: 2/3 Discriminator Loss: 1.3443 Generator Loss: 0.7927 Epoch: 2/3 Discriminator Loss: 1.4196 Generator Loss: 0.7590 Epoch: 2/3 Discriminator Loss: 1.2327 Generator Loss: 0.8933
Epoch: 2/3 Discriminator Loss: 1.2791 Generator Loss: 0.7785 Epoch: 2/3 Discriminator Loss: 1.2287 Generator Loss: 0.8901 Epoch: 2/3 Discriminator Loss: 1.3403 Generator Loss: 0.7629 Epoch: 2/3 Discriminator Loss: 1.3232 Generator Loss: 0.7394 Epoch: 2/3 Discriminator Loss: 1.2394 Generator Loss: 0.7446 Epoch: 2/3 Discriminator Loss: 1.3754 Generator Loss: 0.7457 Epoch: 2/3 Discriminator Loss: 1.3359 Generator Loss: 0.7677 Epoch: 2/3 Discriminator Loss: 1.3790 Generator Loss: 0.8353 Epoch: 2/3 Discriminator Loss: 1.2761 Generator Loss: 0.7460 Epoch: 2/3 Discriminator Loss: 1.3140 Generator Loss: 0.7183
Epoch: 2/3 Discriminator Loss: 1.3089 Generator Loss: 0.8468 Epoch: 2/3 Discriminator Loss: 1.3532 Generator Loss: 0.7379 Epoch: 2/3 Discriminator Loss: 1.2942 Generator Loss: 0.8057 Epoch: 2/3 Discriminator Loss: 1.2677 Generator Loss: 0.8450 Epoch: 2/3 Discriminator Loss: 1.3022 Generator Loss: 0.9310 Epoch: 2/3 Discriminator Loss: 1.2337 Generator Loss: 0.8309 Epoch: 2/3 Discriminator Loss: 1.3135 Generator Loss: 0.8054 Epoch: 2/3 Discriminator Loss: 1.3216 Generator Loss: 0.6836 Epoch: 2/3 Discriminator Loss: 1.3144 Generator Loss: 0.8064 Epoch: 2/3 Discriminator Loss: 1.3367 Generator Loss: 0.8166
Epoch: 2/3 Discriminator Loss: 1.3172 Generator Loss: 0.9575 Epoch: 2/3 Discriminator Loss: 1.1825 Generator Loss: 0.9407 Epoch: 2/3 Discriminator Loss: 1.3416 Generator Loss: 0.8206 Epoch: 2/3 Discriminator Loss: 1.4099 Generator Loss: 0.6648 Epoch: 2/3 Discriminator Loss: 1.2778 Generator Loss: 0.8029 Epoch: 2/3 Discriminator Loss: 1.3911 Generator Loss: 0.6187 Epoch: 2/3 Discriminator Loss: 1.2375 Generator Loss: 0.8538 Epoch: 2/3 Discriminator Loss: 1.3361 Generator Loss: 0.7228 Epoch: 2/3 Discriminator Loss: 1.3955 Generator Loss: 0.6547 Epoch: 2/3 Discriminator Loss: 1.3268 Generator Loss: 0.7262
Epoch: 2/3 Discriminator Loss: 1.3130 Generator Loss: 0.8911 Epoch: 2/3 Discriminator Loss: 1.4188 Generator Loss: 0.7296 Epoch: 2/3 Discriminator Loss: 1.3003 Generator Loss: 0.8254 Epoch: 2/3 Discriminator Loss: 1.2613 Generator Loss: 0.8316 Epoch: 2/3 Discriminator Loss: 1.3833 Generator Loss: 0.6465 Epoch: 2/3 Discriminator Loss: 1.3007 Generator Loss: 0.7943 Epoch: 2/3 Discriminator Loss: 1.2341 Generator Loss: 0.8783 Epoch: 2/3 Discriminator Loss: 1.2746 Generator Loss: 0.8393 Epoch: 2/3 Discriminator Loss: 1.3973 Generator Loss: 0.6403 Epoch: 2/3 Discriminator Loss: 1.3323 Generator Loss: 0.7379
Epoch: 2/3 Discriminator Loss: 1.3378 Generator Loss: 0.7782 Epoch: 2/3 Discriminator Loss: 1.2717 Generator Loss: 0.8608 Epoch: 2/3 Discriminator Loss: 1.4596 Generator Loss: 0.6396 Epoch: 2/3 Discriminator Loss: 1.2619 Generator Loss: 0.8520 Epoch: 2/3 Discriminator Loss: 1.3086 Generator Loss: 0.7907 Epoch: 2/3 Discriminator Loss: 1.3411 Generator Loss: 0.8216 Epoch: 2/3 Discriminator Loss: 1.3395 Generator Loss: 0.7445 Epoch: 2/3 Discriminator Loss: 1.3258 Generator Loss: 0.6534 Epoch: 2/3 Discriminator Loss: 1.3655 Generator Loss: 0.6514 Epoch: 2/3 Discriminator Loss: 1.5078 Generator Loss: 0.5361
Epoch: 2/3 Discriminator Loss: 1.2940 Generator Loss: 0.7529 Epoch: 2/3 Discriminator Loss: 1.3401 Generator Loss: 0.8299 Epoch: 2/3 Discriminator Loss: 1.3501 Generator Loss: 0.6657 Epoch: 2/3 Discriminator Loss: 1.1566 Generator Loss: 0.9415 Epoch: 2/3 Discriminator Loss: 1.2580 Generator Loss: 0.8555 Epoch: 2/3 Discriminator Loss: 1.3697 Generator Loss: 0.8083 Epoch: 2/3 Discriminator Loss: 1.3315 Generator Loss: 0.8142 Epoch: 2/3 Discriminator Loss: 1.4296 Generator Loss: 0.6504 Epoch: 2/3 Discriminator Loss: 1.3408 Generator Loss: 0.7865 Epoch: 2/3 Discriminator Loss: 1.3157 Generator Loss: 0.8137
Epoch: 2/3 Discriminator Loss: 1.3370 Generator Loss: 0.6917 Epoch: 2/3 Discriminator Loss: 1.3003 Generator Loss: 0.9658 Epoch: 2/3 Discriminator Loss: 1.3898 Generator Loss: 0.7168 Epoch: 2/3 Discriminator Loss: 1.3953 Generator Loss: 0.6932 Epoch: 2/3 Discriminator Loss: 1.3338 Generator Loss: 0.6761 Epoch: 2/3 Discriminator Loss: 1.3503 Generator Loss: 0.7285 Epoch: 2/3 Discriminator Loss: 1.2454 Generator Loss: 0.7781 Epoch: 2/3 Discriminator Loss: 1.3083 Generator Loss: 0.9149 Epoch: 2/3 Discriminator Loss: 1.3269 Generator Loss: 0.8319 Epoch: 2/3 Discriminator Loss: 1.3880 Generator Loss: 0.7486
Epoch: 2/3 Discriminator Loss: 1.3062 Generator Loss: 0.7525 Epoch: 2/3 Discriminator Loss: 1.2658 Generator Loss: 0.7246 Epoch: 2/3 Discriminator Loss: 1.4178 Generator Loss: 0.6485 Epoch: 2/3 Discriminator Loss: 1.3389 Generator Loss: 0.7764 Epoch: 2/3 Discriminator Loss: 1.2632 Generator Loss: 0.7875 Epoch: 2/3 Discriminator Loss: 1.2892 Generator Loss: 0.8517 Epoch: 2/3 Discriminator Loss: 1.3700 Generator Loss: 0.7057 Epoch: 2/3 Discriminator Loss: 1.2891 Generator Loss: 0.7901 Epoch: 2/3 Discriminator Loss: 1.3725 Generator Loss: 0.7188 Epoch: 2/3 Discriminator Loss: 1.2290 Generator Loss: 0.8618
Epoch: 2/3 Discriminator Loss: 1.1984 Generator Loss: 0.9709 Epoch: 2/3 Discriminator Loss: 1.3028 Generator Loss: 0.7087 Epoch: 2/3 Discriminator Loss: 1.2300 Generator Loss: 0.8170 Epoch: 2/3 Discriminator Loss: 1.4187 Generator Loss: 0.7462 Epoch: 2/3 Discriminator Loss: 1.3808 Generator Loss: 0.7611 Epoch: 2/3 Discriminator Loss: 1.3725 Generator Loss: 0.6668 Epoch: 2/3 Discriminator Loss: 1.2704 Generator Loss: 0.8150 Epoch: 2/3 Discriminator Loss: 1.3748 Generator Loss: 0.8040 Epoch: 2/3 Discriminator Loss: 1.2561 Generator Loss: 0.8406 Epoch: 2/3 Discriminator Loss: 1.2616 Generator Loss: 0.7971
Epoch: 2/3 Discriminator Loss: 1.4286 Generator Loss: 0.6627 Epoch: 2/3 Discriminator Loss: 1.2752 Generator Loss: 0.8511 Epoch: 2/3 Discriminator Loss: 1.3209 Generator Loss: 0.7587 Epoch: 2/3 Discriminator Loss: 1.2894 Generator Loss: 0.7011 Epoch: 2/3 Discriminator Loss: 1.3123 Generator Loss: 0.7835 Epoch: 2/3 Discriminator Loss: 1.3750 Generator Loss: 0.7410 Epoch: 2/3 Discriminator Loss: 1.3145 Generator Loss: 0.7434 Epoch: 2/3 Discriminator Loss: 1.2251 Generator Loss: 1.0090 Epoch: 2/3 Discriminator Loss: 1.3274 Generator Loss: 0.7998 Epoch: 2/3 Discriminator Loss: 1.2741 Generator Loss: 0.7699
Epoch: 2/3 Discriminator Loss: 1.2167 Generator Loss: 0.9059 Epoch: 2/3 Discriminator Loss: 1.3653 Generator Loss: 0.7287 Epoch: 2/3 Discriminator Loss: 1.4875 Generator Loss: 0.6274 Epoch: 2/3 Discriminator Loss: 1.3991 Generator Loss: 0.7033 Epoch: 2/3 Discriminator Loss: 1.3390 Generator Loss: 0.7628 Epoch: 2/3 Discriminator Loss: 1.3051 Generator Loss: 0.8041 Epoch: 2/3 Discriminator Loss: 1.3120 Generator Loss: 0.7692 Epoch: 2/3 Discriminator Loss: 1.2857 Generator Loss: 0.8081 Epoch: 2/3 Discriminator Loss: 1.1958 Generator Loss: 0.8652 Epoch: 2/3 Discriminator Loss: 1.3100 Generator Loss: 0.7122
Epoch: 2/3 Discriminator Loss: 1.2887 Generator Loss: 0.7813 Epoch: 2/3 Discriminator Loss: 1.3276 Generator Loss: 0.7271 Epoch: 2/3 Discriminator Loss: 1.2896 Generator Loss: 0.7325 Epoch: 2/3 Discriminator Loss: 1.3500 Generator Loss: 0.8122 Epoch: 2/3 Discriminator Loss: 1.4464 Generator Loss: 0.6929 Epoch: 2/3 Discriminator Loss: 1.3163 Generator Loss: 0.8332 Epoch: 2/3 Discriminator Loss: 1.2164 Generator Loss: 0.9236 Epoch: 2/3 Discriminator Loss: 1.2619 Generator Loss: 0.7398 Epoch: 2/3 Discriminator Loss: 1.3096 Generator Loss: 0.8208 Epoch: 2/3 Discriminator Loss: 1.2767 Generator Loss: 0.7288
Epoch: 2/3 Discriminator Loss: 1.3152 Generator Loss: 0.8786 Epoch: 2/3 Discriminator Loss: 1.4287 Generator Loss: 0.8157 Epoch: 2/3 Discriminator Loss: 1.2563 Generator Loss: 0.7998 Epoch: 2/3 Discriminator Loss: 1.2674 Generator Loss: 0.7972 Epoch: 2/3 Discriminator Loss: 1.3318 Generator Loss: 0.7455 Epoch: 2/3 Discriminator Loss: 1.3587 Generator Loss: 0.6500 Epoch: 2/3 Discriminator Loss: 1.3572 Generator Loss: 0.8069 Epoch: 2/3 Discriminator Loss: 1.2966 Generator Loss: 0.7339 Epoch: 2/3 Discriminator Loss: 1.3792 Generator Loss: 0.7997 Epoch: 2/3 Discriminator Loss: 1.3974 Generator Loss: 0.6622
Epoch: 2/3 Discriminator Loss: 1.3292 Generator Loss: 0.7939 Epoch: 2/3 Discriminator Loss: 1.3346 Generator Loss: 0.7755 Epoch: 2/3 Discriminator Loss: 1.2235 Generator Loss: 0.8703 Epoch: 2/3 Discriminator Loss: 1.4374 Generator Loss: 0.6511 Epoch: 2/3 Discriminator Loss: 1.3976 Generator Loss: 0.6558 Epoch: 2/3 Discriminator Loss: 1.2255 Generator Loss: 0.9646 Epoch: 2/3 Discriminator Loss: 1.3479 Generator Loss: 0.7270 Epoch: 2/3 Discriminator Loss: 1.3549 Generator Loss: 0.7231 Epoch: 2/3 Discriminator Loss: 1.2578 Generator Loss: 0.9168 Epoch: 2/3 Discriminator Loss: 1.3608 Generator Loss: 0.7036
Epoch: 2/3 Discriminator Loss: 1.3549 Generator Loss: 0.7535 Epoch: 2/3 Discriminator Loss: 1.2886 Generator Loss: 0.7755 Epoch: 2/3 Discriminator Loss: 1.2564 Generator Loss: 0.8779 Epoch: 2/3 Discriminator Loss: 1.2564 Generator Loss: 0.8330 Epoch: 2/3 Discriminator Loss: 1.3969 Generator Loss: 0.6569 Epoch: 2/3 Discriminator Loss: 1.2854 Generator Loss: 0.7217 Epoch: 2/3 Discriminator Loss: 1.3826 Generator Loss: 0.8574 Epoch: 2/3 Discriminator Loss: 1.3654 Generator Loss: 0.7010 Epoch: 2/3 Discriminator Loss: 1.2592 Generator Loss: 0.7568 Epoch: 2/3 Discriminator Loss: 1.2900 Generator Loss: 0.8894
Epoch: 2/3 Discriminator Loss: 1.4197 Generator Loss: 0.6178 Epoch: 2/3 Discriminator Loss: 1.2854 Generator Loss: 0.9728 Epoch: 2/3 Discriminator Loss: 1.3203 Generator Loss: 0.7020 Epoch: 2/3 Discriminator Loss: 1.3259 Generator Loss: 0.7995 Epoch: 2/3 Discriminator Loss: 1.3615 Generator Loss: 0.6762 Epoch: 2/3 Discriminator Loss: 1.3490 Generator Loss: 0.7773 Epoch: 2/3 Discriminator Loss: 1.3140 Generator Loss: 0.7676 Epoch: 2/3 Discriminator Loss: 1.2733 Generator Loss: 0.8542 Epoch: 2/3 Discriminator Loss: 1.3217 Generator Loss: 0.8728 Epoch: 2/3 Discriminator Loss: 1.2982 Generator Loss: 0.8031
Epoch: 2/3 Discriminator Loss: 1.2920 Generator Loss: 0.7613 Epoch: 2/3 Discriminator Loss: 1.3208 Generator Loss: 0.7645 Epoch: 2/3 Discriminator Loss: 1.3949 Generator Loss: 0.7363 Epoch: 2/3 Discriminator Loss: 1.2958 Generator Loss: 0.7669 Epoch: 2/3 Discriminator Loss: 1.3949 Generator Loss: 0.7760 Epoch: 2/3 Discriminator Loss: 1.3128 Generator Loss: 0.7686 Epoch: 2/3 Discriminator Loss: 1.3021 Generator Loss: 0.7812 Epoch: 2/3 Discriminator Loss: 1.3413 Generator Loss: 0.7991 Epoch: 2/3 Discriminator Loss: 1.2453 Generator Loss: 0.8170 Epoch: 2/3 Discriminator Loss: 1.3567 Generator Loss: 0.6922
Epoch: 2/3 Discriminator Loss: 1.2780 Generator Loss: 0.7666 Epoch: 2/3 Discriminator Loss: 1.3398 Generator Loss: 0.8428 Epoch: 2/3 Discriminator Loss: 1.3323 Generator Loss: 0.5982 Epoch: 2/3 Discriminator Loss: 1.4124 Generator Loss: 0.8958 Epoch: 2/3 Discriminator Loss: 1.2318 Generator Loss: 0.9047 Epoch: 2/3 Discriminator Loss: 1.2658 Generator Loss: 0.7736 Epoch: 2/3 Discriminator Loss: 1.2611 Generator Loss: 0.8719 Epoch: 2/3 Discriminator Loss: 1.3986 Generator Loss: 0.7208 Epoch: 2/3 Discriminator Loss: 1.3286 Generator Loss: 0.7537 Epoch: 2/3 Discriminator Loss: 1.3145 Generator Loss: 0.7517
Epoch: 2/3 Discriminator Loss: 1.3605 Generator Loss: 0.7687 Epoch: 2/3 Discriminator Loss: 1.3743 Generator Loss: 0.7088 Epoch: 2/3 Discriminator Loss: 1.2591 Generator Loss: 0.7719 Epoch: 2/3 Discriminator Loss: 1.3078 Generator Loss: 0.8040 Epoch: 2/3 Discriminator Loss: 1.3550 Generator Loss: 0.7327 Epoch: 2/3 Discriminator Loss: 1.2789 Generator Loss: 0.7818 Epoch: 2/3 Discriminator Loss: 1.3320 Generator Loss: 0.7166 Epoch: 2/3 Discriminator Loss: 1.4145 Generator Loss: 0.6463 Epoch: 2/3 Discriminator Loss: 1.3317 Generator Loss: 0.7386 Epoch: 2/3 Discriminator Loss: 1.3798 Generator Loss: 0.6144
Epoch: 2/3 Discriminator Loss: 1.3250 Generator Loss: 0.7632 Epoch: 2/3 Discriminator Loss: 1.4027 Generator Loss: 0.7064 Epoch: 2/3 Discriminator Loss: 1.3074 Generator Loss: 0.8750 Epoch: 2/3 Discriminator Loss: 1.3339 Generator Loss: 0.7023 Epoch: 2/3 Discriminator Loss: 1.2909 Generator Loss: 0.8469 Epoch: 2/3 Discriminator Loss: 1.3192 Generator Loss: 0.8143 Epoch: 2/3 Discriminator Loss: 1.2487 Generator Loss: 0.7457 Epoch: 2/3 Discriminator Loss: 1.3608 Generator Loss: 0.8573 Epoch: 2/3 Discriminator Loss: 1.3335 Generator Loss: 0.7897 Epoch: 2/3 Discriminator Loss: 1.3562 Generator Loss: 0.7769
Epoch: 2/3 Discriminator Loss: 1.3239 Generator Loss: 0.7644 Epoch: 2/3 Discriminator Loss: 1.2852 Generator Loss: 0.8566 Epoch: 2/3 Discriminator Loss: 1.3298 Generator Loss: 0.7182 Epoch: 2/3 Discriminator Loss: 1.3450 Generator Loss: 0.7942 Epoch: 2/3 Discriminator Loss: 1.2957 Generator Loss: 0.8313 Epoch: 2/3 Discriminator Loss: 1.2850 Generator Loss: 0.8453 Epoch: 2/3 Discriminator Loss: 1.3944 Generator Loss: 0.6344 Epoch: 2/3 Discriminator Loss: 1.3157 Generator Loss: 0.6822 Epoch: 2/3 Discriminator Loss: 1.3349 Generator Loss: 0.8333 Epoch: 2/3 Discriminator Loss: 1.3276 Generator Loss: 0.8001
Epoch: 2/3 Discriminator Loss: 1.3179 Generator Loss: 0.7579 Epoch: 2/3 Discriminator Loss: 1.3098 Generator Loss: 0.7073 Epoch: 2/3 Discriminator Loss: 1.3619 Generator Loss: 0.6375 Epoch: 2/3 Discriminator Loss: 1.3343 Generator Loss: 0.7775 Epoch: 2/3 Discriminator Loss: 1.2601 Generator Loss: 0.8259 Epoch: 2/3 Discriminator Loss: 1.3051 Generator Loss: 0.7208 Epoch: 2/3 Discriminator Loss: 1.2825 Generator Loss: 0.8679 Epoch: 2/3 Discriminator Loss: 1.3418 Generator Loss: 0.7170 Epoch: 2/3 Discriminator Loss: 1.3957 Generator Loss: 0.6624 Epoch: 2/3 Discriminator Loss: 1.3141 Generator Loss: 0.7364
Epoch: 2/3 Discriminator Loss: 1.3122 Generator Loss: 0.7579 Epoch: 2/3 Discriminator Loss: 1.2910 Generator Loss: 0.8459 Epoch: 2/3 Discriminator Loss: 1.3405 Generator Loss: 0.7541 Epoch: 2/3 Discriminator Loss: 1.2984 Generator Loss: 0.7120 Epoch: 2/3 Discriminator Loss: 1.2903 Generator Loss: 0.8168 Epoch: 2/3 Discriminator Loss: 1.2523 Generator Loss: 0.8485 Epoch: 2/3 Discriminator Loss: 1.3582 Generator Loss: 0.7089 Epoch: 2/3 Discriminator Loss: 1.3573 Generator Loss: 0.7652 Epoch: 2/3 Discriminator Loss: 1.3310 Generator Loss: 0.9241 Epoch: 2/3 Discriminator Loss: 1.3588 Generator Loss: 0.6601
Epoch: 2/3 Discriminator Loss: 1.3723 Generator Loss: 0.7176 Epoch: 2/3 Discriminator Loss: 1.2734 Generator Loss: 0.8530 Epoch: 2/3 Discriminator Loss: 1.2486 Generator Loss: 0.8283 Epoch: 2/3 Discriminator Loss: 1.3322 Generator Loss: 0.7520 Epoch: 2/3 Discriminator Loss: 1.3953 Generator Loss: 0.6054 Epoch: 2/3 Discriminator Loss: 1.2607 Generator Loss: 0.8603 Epoch: 2/3 Discriminator Loss: 1.3088 Generator Loss: 0.7877 Epoch: 2/3 Discriminator Loss: 1.2712 Generator Loss: 0.7797 Epoch: 2/3 Discriminator Loss: 1.3765 Generator Loss: 0.8373 Epoch: 2/3 Discriminator Loss: 1.3055 Generator Loss: 0.7111
Epoch: 2/3 Discriminator Loss: 1.3486 Generator Loss: 0.9476 Epoch: 2/3 Discriminator Loss: 1.2025 Generator Loss: 0.9931 Epoch: 2/3 Discriminator Loss: 1.4088 Generator Loss: 0.6320 Epoch: 2/3 Discriminator Loss: 1.3425 Generator Loss: 0.7378 Epoch: 2/3 Discriminator Loss: 1.3644 Generator Loss: 0.6897 Epoch: 2/3 Discriminator Loss: 1.3345 Generator Loss: 0.9110 Epoch: 2/3 Discriminator Loss: 1.3565 Generator Loss: 0.6644 Epoch: 2/3 Discriminator Loss: 1.3362 Generator Loss: 0.7312 Epoch: 2/3 Discriminator Loss: 1.4055 Generator Loss: 0.6833 Epoch: 2/3 Discriminator Loss: 1.3021 Generator Loss: 0.7604
Epoch: 2/3 Discriminator Loss: 1.2750 Generator Loss: 0.8740 Epoch: 2/3 Discriminator Loss: 1.3857 Generator Loss: 0.7306 Epoch: 2/3 Discriminator Loss: 1.2396 Generator Loss: 0.8195 Epoch: 2/3 Discriminator Loss: 1.3482 Generator Loss: 0.6948 Epoch: 2/3 Discriminator Loss: 1.2541 Generator Loss: 0.8389 Epoch: 2/3 Discriminator Loss: 1.4595 Generator Loss: 0.7026 Epoch: 2/3 Discriminator Loss: 1.2767 Generator Loss: 0.8431 Epoch: 2/3 Discriminator Loss: 1.3035 Generator Loss: 0.8356 Epoch: 2/3 Discriminator Loss: 1.3358 Generator Loss: 0.7655 Epoch: 2/3 Discriminator Loss: 1.3261 Generator Loss: 0.7473
Epoch: 2/3 Discriminator Loss: 1.2274 Generator Loss: 0.8553 Epoch: 2/3 Discriminator Loss: 1.4229 Generator Loss: 0.7069 Epoch: 2/3 Discriminator Loss: 1.2855 Generator Loss: 0.9336 Epoch: 2/3 Discriminator Loss: 1.4537 Generator Loss: 0.6641 Epoch: 2/3 Discriminator Loss: 1.3983 Generator Loss: 0.6192 Epoch: 2/3 Discriminator Loss: 1.1335 Generator Loss: 0.9270 Epoch: 2/3 Discriminator Loss: 1.4085 Generator Loss: 0.6803 Epoch: 2/3 Discriminator Loss: 1.3141 Generator Loss: 0.7998 Epoch: 2/3 Discriminator Loss: 1.3248 Generator Loss: 0.8515 Epoch: 2/3 Discriminator Loss: 1.4294 Generator Loss: 0.7259
Epoch: 2/3 Discriminator Loss: 1.2622 Generator Loss: 0.7611 Epoch: 2/3 Discriminator Loss: 1.4385 Generator Loss: 0.7550 Epoch: 2/3 Discriminator Loss: 1.3097 Generator Loss: 0.7706 Epoch: 2/3 Discriminator Loss: 1.3045 Generator Loss: 0.7486 Epoch: 2/3 Discriminator Loss: 1.3236 Generator Loss: 0.8212 Epoch: 2/3 Discriminator Loss: 1.2916 Generator Loss: 0.7151 Epoch: 2/3 Discriminator Loss: 1.4288 Generator Loss: 0.7252 Epoch: 2/3 Discriminator Loss: 1.2983 Generator Loss: 0.7235 Epoch: 2/3 Discriminator Loss: 1.3096 Generator Loss: 0.8324 Epoch: 2/3 Discriminator Loss: 1.4220 Generator Loss: 0.6359
Epoch: 2/3 Discriminator Loss: 1.2984 Generator Loss: 0.8557 Epoch: 2/3 Discriminator Loss: 1.1939 Generator Loss: 0.7796 Epoch: 2/3 Discriminator Loss: 1.3153 Generator Loss: 0.8087 Epoch: 2/3 Discriminator Loss: 1.2986 Generator Loss: 0.8211 Epoch: 2/3 Discriminator Loss: 1.2917 Generator Loss: 0.8940 Epoch: 2/3 Discriminator Loss: 1.2760 Generator Loss: 0.8897 Epoch: 2/3 Discriminator Loss: 1.3848 Generator Loss: 0.7136 Epoch: 2/3 Discriminator Loss: 1.3306 Generator Loss: 0.7751 Epoch: 2/3 Discriminator Loss: 1.3075 Generator Loss: 0.7981 Epoch: 2/3 Discriminator Loss: 1.3548 Generator Loss: 0.6504
Epoch: 2/3 Discriminator Loss: 1.3316 Generator Loss: 0.8265 Epoch: 2/3 Discriminator Loss: 1.3504 Generator Loss: 0.8577 Epoch: 2/3 Discriminator Loss: 1.2503 Generator Loss: 0.8536 Epoch: 2/3 Discriminator Loss: 1.3300 Generator Loss: 0.7003 Epoch: 2/3 Discriminator Loss: 1.2755 Generator Loss: 0.9157 Epoch: 2/3 Discriminator Loss: 1.3426 Generator Loss: 0.7147 Epoch: 2/3 Discriminator Loss: 1.2926 Generator Loss: 0.9278 Epoch: 2/3 Discriminator Loss: 1.2995 Generator Loss: 0.7409 Epoch: 2/3 Discriminator Loss: 1.2961 Generator Loss: 0.8528 Epoch: 2/3 Discriminator Loss: 1.3138 Generator Loss: 0.7982
Epoch: 2/3 Discriminator Loss: 1.2921 Generator Loss: 0.8492 Epoch: 2/3 Discriminator Loss: 1.3152 Generator Loss: 0.6341 Epoch: 2/3 Discriminator Loss: 1.2909 Generator Loss: 0.8509 Epoch: 2/3 Discriminator Loss: 1.2101 Generator Loss: 0.8724 Epoch: 2/3 Discriminator Loss: 1.3619 Generator Loss: 0.7342 Epoch: 2/3 Discriminator Loss: 1.3290 Generator Loss: 0.6126 Epoch: 2/3 Discriminator Loss: 1.2736 Generator Loss: 0.8465 Epoch: 2/3 Discriminator Loss: 1.2866 Generator Loss: 0.7203 Epoch: 2/3 Discriminator Loss: 1.3529 Generator Loss: 0.7649 Epoch: 2/3 Discriminator Loss: 1.4196 Generator Loss: 0.7040
Epoch: 2/3 Discriminator Loss: 1.3017 Generator Loss: 0.9536 Epoch: 2/3 Discriminator Loss: 1.3199 Generator Loss: 0.8524 Epoch: 2/3 Discriminator Loss: 1.4082 Generator Loss: 0.5999 Epoch: 2/3 Discriminator Loss: 1.3273 Generator Loss: 0.7656 Epoch: 2/3 Discriminator Loss: 1.3026 Generator Loss: 0.8254 Epoch: 2/3 Discriminator Loss: 1.3099 Generator Loss: 0.6799 Epoch: 2/3 Discriminator Loss: 1.2653 Generator Loss: 0.8320 Epoch: 2/3 Discriminator Loss: 1.4124 Generator Loss: 0.6451 Epoch: 2/3 Discriminator Loss: 1.1197 Generator Loss: 0.9205 Epoch: 2/3 Discriminator Loss: 1.3816 Generator Loss: 0.7096
Epoch: 2/3 Discriminator Loss: 1.3302 Generator Loss: 0.7304 Epoch: 2/3 Discriminator Loss: 1.2338 Generator Loss: 0.8443 Epoch: 2/3 Discriminator Loss: 1.2812 Generator Loss: 0.8492 Epoch: 2/3 Discriminator Loss: 1.4296 Generator Loss: 0.6676 Epoch: 2/3 Discriminator Loss: 1.3976 Generator Loss: 0.7133 Epoch: 2/3 Discriminator Loss: 1.2763 Generator Loss: 0.9816 Epoch: 2/3 Discriminator Loss: 1.3393 Generator Loss: 0.7490 Epoch: 2/3 Discriminator Loss: 1.2589 Generator Loss: 0.7563 Epoch: 2/3 Discriminator Loss: 1.3752 Generator Loss: 0.7108 Epoch: 2/3 Discriminator Loss: 1.3987 Generator Loss: 0.7028
Epoch: 2/3 Discriminator Loss: 1.3793 Generator Loss: 0.6950 Epoch: 2/3 Discriminator Loss: 1.2919 Generator Loss: 0.7072 Epoch: 2/3 Discriminator Loss: 1.3914 Generator Loss: 0.7471 Epoch: 2/3 Discriminator Loss: 1.2127 Generator Loss: 0.8060 Epoch: 2/3 Discriminator Loss: 1.3214 Generator Loss: 0.7894 Epoch: 2/3 Discriminator Loss: 1.3517 Generator Loss: 0.8346 Epoch: 2/3 Discriminator Loss: 1.3871 Generator Loss: 0.8219 Epoch: 2/3 Discriminator Loss: 1.2843 Generator Loss: 0.7378 Epoch: 2/3 Discriminator Loss: 1.3813 Generator Loss: 0.8040 Epoch: 2/3 Discriminator Loss: 1.2351 Generator Loss: 0.8731
Epoch: 2/3 Discriminator Loss: 1.2974 Generator Loss: 0.8337 Epoch: 2/3 Discriminator Loss: 1.3444 Generator Loss: 0.7519 Epoch: 2/3 Discriminator Loss: 1.3411 Generator Loss: 0.6972 Epoch: 2/3 Discriminator Loss: 1.3434 Generator Loss: 0.7772 Epoch: 2/3 Discriminator Loss: 1.3121 Generator Loss: 0.7969 Epoch: 2/3 Discriminator Loss: 1.2194 Generator Loss: 0.9213 Epoch: 2/3 Discriminator Loss: 1.2161 Generator Loss: 0.8783 Epoch: 2/3 Discriminator Loss: 1.2628 Generator Loss: 0.8737 Epoch: 2/3 Discriminator Loss: 1.2572 Generator Loss: 0.9275 Epoch: 2/3 Discriminator Loss: 1.2984 Generator Loss: 0.8929
Epoch: 2/3 Discriminator Loss: 1.2700 Generator Loss: 0.8850 Epoch: 2/3 Discriminator Loss: 1.2830 Generator Loss: 0.7986 Epoch: 2/3 Discriminator Loss: 1.2711 Generator Loss: 0.6693 Epoch: 2/3 Discriminator Loss: 1.2330 Generator Loss: 0.8476 Epoch: 2/3 Discriminator Loss: 1.3126 Generator Loss: 0.7493 Epoch: 2/3 Discriminator Loss: 1.2516 Generator Loss: 0.8416 Epoch: 2/3 Discriminator Loss: 1.3716 Generator Loss: 0.7630 Epoch: 2/3 Discriminator Loss: 1.2416 Generator Loss: 0.8198 Epoch: 2/3 Discriminator Loss: 1.3533 Generator Loss: 0.6813 Epoch: 2/3 Discriminator Loss: 1.3292 Generator Loss: 0.8448
Epoch: 2/3 Discriminator Loss: 1.2943 Generator Loss: 0.8390 Epoch: 2/3 Discriminator Loss: 1.3943 Generator Loss: 0.7183 Epoch: 2/3 Discriminator Loss: 1.3100 Generator Loss: 0.7697 Epoch: 2/3 Discriminator Loss: 1.2089 Generator Loss: 0.9109 Epoch: 2/3 Discriminator Loss: 1.2492 Generator Loss: 0.9074 Epoch: 2/3 Discriminator Loss: 1.3579 Generator Loss: 0.6756 Epoch: 2/3 Discriminator Loss: 1.3381 Generator Loss: 0.8007 Epoch: 2/3 Discriminator Loss: 1.4020 Generator Loss: 0.6304 Epoch: 2/3 Discriminator Loss: 1.2627 Generator Loss: 0.8195 Epoch: 2/3 Discriminator Loss: 1.2144 Generator Loss: 0.8681
Epoch: 2/3 Discriminator Loss: 1.3431 Generator Loss: 0.8464 Epoch: 2/3 Discriminator Loss: 1.4027 Generator Loss: 0.6225 Epoch: 2/3 Discriminator Loss: 1.3919 Generator Loss: 0.7188 Epoch: 2/3 Discriminator Loss: 1.4639 Generator Loss: 0.6007 Epoch: 2/3 Discriminator Loss: 1.3057 Generator Loss: 0.7503 Epoch: 2/3 Discriminator Loss: 1.3228 Generator Loss: 0.7466 Epoch: 2/3 Discriminator Loss: 1.1615 Generator Loss: 1.0289 Epoch: 2/3 Discriminator Loss: 1.2583 Generator Loss: 0.8306 Epoch: 2/3 Discriminator Loss: 1.3337 Generator Loss: 0.7966 Epoch: 2/3 Discriminator Loss: 1.2710 Generator Loss: 0.8645
Epoch: 2/3 Discriminator Loss: 1.2798 Generator Loss: 0.7234 Epoch: 2/3 Discriminator Loss: 1.3364 Generator Loss: 0.8127 Epoch: 2/3 Discriminator Loss: 1.3041 Generator Loss: 0.7183 Epoch: 2/3 Discriminator Loss: 1.4035 Generator Loss: 0.7297 Epoch: 2/3 Discriminator Loss: 1.3592 Generator Loss: 0.6559 Epoch: 2/3 Discriminator Loss: 1.3415 Generator Loss: 0.7929 Epoch: 2/3 Discriminator Loss: 1.1584 Generator Loss: 0.9043 Epoch: 2/3 Discriminator Loss: 1.4479 Generator Loss: 0.6911 Epoch: 2/3 Discriminator Loss: 1.2778 Generator Loss: 0.8206 Epoch: 2/3 Discriminator Loss: 1.2353 Generator Loss: 0.8220
Epoch: 2/3 Discriminator Loss: 1.3232 Generator Loss: 0.8538 Epoch: 2/3 Discriminator Loss: 1.2854 Generator Loss: 0.9430 Epoch: 2/3 Discriminator Loss: 1.3647 Generator Loss: 0.7898 Epoch: 2/3 Discriminator Loss: 1.1778 Generator Loss: 0.9844 Epoch: 2/3 Discriminator Loss: 1.2731 Generator Loss: 0.8229 Epoch: 2/3 Discriminator Loss: 1.3842 Generator Loss: 0.6765 Epoch: 2/3 Discriminator Loss: 1.2135 Generator Loss: 0.8607 Epoch: 2/3 Discriminator Loss: 1.4756 Generator Loss: 0.5292 Epoch: 2/3 Discriminator Loss: 1.2362 Generator Loss: 0.8235 Epoch: 2/3 Discriminator Loss: 1.4025 Generator Loss: 0.6666
Epoch: 2/3 Discriminator Loss: 1.3451 Generator Loss: 0.7535 Epoch: 2/3 Discriminator Loss: 1.4143 Generator Loss: 0.6177 Epoch: 2/3 Discriminator Loss: 1.4146 Generator Loss: 0.7597 Epoch: 2/3 Discriminator Loss: 1.3416 Generator Loss: 0.7834 Epoch: 2/3 Discriminator Loss: 1.4634 Generator Loss: 0.5824 Epoch: 2/3 Discriminator Loss: 1.2565 Generator Loss: 0.8177 Epoch: 2/3 Discriminator Loss: 1.3791 Generator Loss: 0.7146 Epoch: 2/3 Discriminator Loss: 1.2405 Generator Loss: 0.8790 Epoch: 2/3 Discriminator Loss: 1.3388 Generator Loss: 0.7917 Epoch: 2/3 Discriminator Loss: 1.3328 Generator Loss: 0.7276
Epoch: 2/3 Discriminator Loss: 1.2936 Generator Loss: 0.7686 Epoch: 2/3 Discriminator Loss: 1.3001 Generator Loss: 0.8534 Epoch: 2/3 Discriminator Loss: 1.3295 Generator Loss: 0.8032 Epoch: 2/3 Discriminator Loss: 1.2319 Generator Loss: 0.8400 Epoch: 2/3 Discriminator Loss: 1.3590 Generator Loss: 0.7817 Epoch: 2/3 Discriminator Loss: 1.2984 Generator Loss: 0.8425 Epoch: 2/3 Discriminator Loss: 1.2638 Generator Loss: 0.8448 Epoch: 2/3 Discriminator Loss: 1.3202 Generator Loss: 0.8213 Epoch: 2/3 Discriminator Loss: 1.3498 Generator Loss: 0.7293 Epoch: 2/3 Discriminator Loss: 1.3078 Generator Loss: 0.6988
Epoch: 2/3 Discriminator Loss: 1.4230 Generator Loss: 0.6842 Epoch: 2/3 Discriminator Loss: 1.2686 Generator Loss: 0.7935 Epoch: 2/3 Discriminator Loss: 1.3045 Generator Loss: 0.8620 Epoch: 2/3 Discriminator Loss: 1.1915 Generator Loss: 0.8822 Epoch: 2/3 Discriminator Loss: 1.3578 Generator Loss: 0.7344 Epoch: 2/3 Discriminator Loss: 1.2158 Generator Loss: 0.9848 Epoch: 2/3 Discriminator Loss: 1.2013 Generator Loss: 0.8782 Epoch: 2/3 Discriminator Loss: 1.3742 Generator Loss: 0.6637 Epoch: 2/3 Discriminator Loss: 1.2967 Generator Loss: 0.7912 Epoch: 2/3 Discriminator Loss: 1.3490 Generator Loss: 0.7503
Epoch: 2/3 Discriminator Loss: 1.4256 Generator Loss: 0.6791 Epoch: 2/3 Discriminator Loss: 1.3751 Generator Loss: 0.6665 Epoch: 2/3 Discriminator Loss: 1.3436 Generator Loss: 0.7264 Epoch: 2/3 Discriminator Loss: 1.2609 Generator Loss: 0.7245 Epoch: 2/3 Discriminator Loss: 1.2100 Generator Loss: 0.8720 Epoch: 2/3 Discriminator Loss: 1.5895 Generator Loss: 0.5404 Epoch: 2/3 Discriminator Loss: 1.3176 Generator Loss: 1.0408 Epoch: 2/3 Discriminator Loss: 1.3404 Generator Loss: 0.7735 Epoch: 2/3 Discriminator Loss: 1.3931 Generator Loss: 0.6151 Epoch: 2/3 Discriminator Loss: 1.4122 Generator Loss: 0.6706
Epoch: 2/3 Discriminator Loss: 1.3893 Generator Loss: 0.6873 Epoch: 2/3 Discriminator Loss: 1.4232 Generator Loss: 0.6293 Epoch: 2/3 Discriminator Loss: 1.3044 Generator Loss: 0.7983 Epoch: 2/3 Discriminator Loss: 1.3364 Generator Loss: 0.6735 Epoch: 2/3 Discriminator Loss: 1.2770 Generator Loss: 0.8172 Epoch: 2/3 Discriminator Loss: 1.4186 Generator Loss: 0.8112 Epoch: 2/3 Discriminator Loss: 1.2950 Generator Loss: 0.8227 Epoch: 2/3 Discriminator Loss: 1.3716 Generator Loss: 0.6907 Epoch: 2/3 Discriminator Loss: 1.4003 Generator Loss: 0.6499 Epoch: 2/3 Discriminator Loss: 1.2993 Generator Loss: 0.9064
Epoch: 2/3 Discriminator Loss: 1.3441 Generator Loss: 0.8285 Epoch: 2/3 Discriminator Loss: 1.3527 Generator Loss: 0.6302 Epoch: 2/3 Discriminator Loss: 1.2928 Generator Loss: 0.7395 Epoch: 2/3 Discriminator Loss: 1.4101 Generator Loss: 0.6378 Epoch: 2/3 Discriminator Loss: 1.3536 Generator Loss: 0.7163 Epoch: 2/3 Discriminator Loss: 1.4175 Generator Loss: 0.8019 Epoch: 2/3 Discriminator Loss: 1.3140 Generator Loss: 0.8168 Epoch: 2/3 Discriminator Loss: 1.5059 Generator Loss: 0.6503 Epoch: 2/3 Discriminator Loss: 1.3285 Generator Loss: 0.7315 Epoch: 2/3 Discriminator Loss: 1.3603 Generator Loss: 0.8246
Epoch: 2/3 Discriminator Loss: 1.3930 Generator Loss: 0.7582 Epoch: 2/3 Discriminator Loss: 1.2588 Generator Loss: 0.8040 Epoch: 2/3 Discriminator Loss: 1.3270 Generator Loss: 0.7300 Epoch: 2/3 Discriminator Loss: 1.3740 Generator Loss: 0.6539 Epoch: 2/3 Discriminator Loss: 1.3572 Generator Loss: 0.7563 Epoch: 2/3 Discriminator Loss: 1.4495 Generator Loss: 0.6503 Epoch: 2/3 Discriminator Loss: 1.3177 Generator Loss: 0.7336 Epoch: 2/3 Discriminator Loss: 1.3093 Generator Loss: 0.8538 Epoch: 2/3 Discriminator Loss: 1.3291 Generator Loss: 0.7595 Epoch: 2/3 Discriminator Loss: 1.4302 Generator Loss: 0.7042
Epoch: 2/3 Discriminator Loss: 1.3055 Generator Loss: 0.7524 Epoch: 2/3 Discriminator Loss: 1.3173 Generator Loss: 0.8827 Epoch: 2/3 Discriminator Loss: 1.2991 Generator Loss: 0.9026 Epoch: 2/3 Discriminator Loss: 1.2233 Generator Loss: 0.9058 Epoch: 2/3 Discriminator Loss: 1.3586 Generator Loss: 0.7309 Epoch: 2/3 Discriminator Loss: 1.3529 Generator Loss: 0.7479 Epoch: 2/3 Discriminator Loss: 1.4116 Generator Loss: 0.7076 Epoch: 2/3 Discriminator Loss: 1.3207 Generator Loss: 0.7396 Epoch: 2/3 Discriminator Loss: 1.2520 Generator Loss: 0.7990 Epoch: 2/3 Discriminator Loss: 1.2650 Generator Loss: 0.8762
Epoch: 2/3 Discriminator Loss: 1.4451 Generator Loss: 0.6145 Epoch: 2/3 Discriminator Loss: 1.2943 Generator Loss: 0.7106 Epoch: 2/3 Discriminator Loss: 1.2670 Generator Loss: 0.7679 Epoch: 2/3 Discriminator Loss: 1.3875 Generator Loss: 0.7554 Epoch: 2/3 Discriminator Loss: 1.1700 Generator Loss: 0.9196 Epoch: 2/3 Discriminator Loss: 1.3928 Generator Loss: 0.6788 Epoch: 2/3 Discriminator Loss: 1.2442 Generator Loss: 0.8346 Epoch: 2/3 Discriminator Loss: 1.3253 Generator Loss: 0.7731 Epoch: 2/3 Discriminator Loss: 1.2868 Generator Loss: 0.7945 Epoch: 2/3 Discriminator Loss: 1.3063 Generator Loss: 0.8375
Epoch: 2/3 Discriminator Loss: 1.3278 Generator Loss: 0.8187 Epoch: 2/3 Discriminator Loss: 1.4185 Generator Loss: 0.6945 Epoch: 2/3 Discriminator Loss: 1.3595 Generator Loss: 0.8488 Epoch: 2/3 Discriminator Loss: 1.2597 Generator Loss: 0.8315 Epoch: 2/3 Discriminator Loss: 1.4251 Generator Loss: 0.6238 Epoch: 2/3 Discriminator Loss: 1.2628 Generator Loss: 0.8385 Epoch: 2/3 Discriminator Loss: 1.3509 Generator Loss: 0.7302 Epoch: 2/3 Discriminator Loss: 1.3605 Generator Loss: 0.8494 Epoch: 2/3 Discriminator Loss: 1.4266 Generator Loss: 0.7277 Epoch: 2/3 Discriminator Loss: 1.3258 Generator Loss: 0.8137
Epoch: 2/3 Discriminator Loss: 1.3558 Generator Loss: 0.7322 Epoch: 2/3 Discriminator Loss: 1.3503 Generator Loss: 0.7501 Epoch: 2/3 Discriminator Loss: 1.3673 Generator Loss: 0.7179 Epoch: 2/3 Discriminator Loss: 1.2849 Generator Loss: 0.8222 Epoch: 2/3 Discriminator Loss: 1.2878 Generator Loss: 0.8001 Epoch: 2/3 Discriminator Loss: 1.2428 Generator Loss: 0.8768 Epoch: 2/3 Discriminator Loss: 1.3151 Generator Loss: 0.7241 Epoch: 2/3 Discriminator Loss: 1.3009 Generator Loss: 0.7359 Epoch: 2/3 Discriminator Loss: 1.3212 Generator Loss: 0.7915 Epoch: 2/3 Discriminator Loss: 1.2562 Generator Loss: 0.8392
Epoch: 2/3 Discriminator Loss: 1.2357 Generator Loss: 0.8661 Epoch: 2/3 Discriminator Loss: 1.3818 Generator Loss: 0.8331 Epoch: 2/3 Discriminator Loss: 1.2720 Generator Loss: 0.7813 Epoch: 2/3 Discriminator Loss: 1.2882 Generator Loss: 0.8201 Epoch: 2/3 Discriminator Loss: 1.2220 Generator Loss: 0.8761 Epoch: 2/3 Discriminator Loss: 1.2711 Generator Loss: 0.7744 Epoch: 2/3 Discriminator Loss: 1.2760 Generator Loss: 0.7793 Epoch: 2/3 Discriminator Loss: 1.3779 Generator Loss: 0.7811 Epoch: 2/3 Discriminator Loss: 1.3426 Generator Loss: 0.6726 Epoch: 2/3 Discriminator Loss: 1.3450 Generator Loss: 0.7701
Epoch: 2/3 Discriminator Loss: 1.3750 Generator Loss: 0.6821 Epoch: 2/3 Discriminator Loss: 1.2673 Generator Loss: 0.8246 Epoch: 2/3 Discriminator Loss: 1.3192 Generator Loss: 0.7285 Epoch: 2/3 Discriminator Loss: 1.4863 Generator Loss: 0.6364 Epoch: 2/3 Discriminator Loss: 1.2478 Generator Loss: 0.8178 Epoch: 2/3 Discriminator Loss: 1.3015 Generator Loss: 0.7179 Epoch: 2/3 Discriminator Loss: 1.3449 Generator Loss: 0.7551 Epoch: 2/3 Discriminator Loss: 1.3087 Generator Loss: 0.8050 Epoch: 2/3 Discriminator Loss: 1.3639 Generator Loss: 0.7894 Epoch: 2/3 Discriminator Loss: 1.3372 Generator Loss: 0.8675
Epoch: 2/3 Discriminator Loss: 1.3384 Generator Loss: 0.6969 Epoch: 2/3 Discriminator Loss: 1.3086 Generator Loss: 0.7964 Epoch: 2/3 Discriminator Loss: 1.3605 Generator Loss: 0.7982 Epoch: 2/3 Discriminator Loss: 1.2488 Generator Loss: 0.8967 Epoch: 2/3 Discriminator Loss: 1.2839 Generator Loss: 0.8378 Epoch: 2/3 Discriminator Loss: 1.3081 Generator Loss: 0.7820 Epoch: 2/3 Discriminator Loss: 1.3062 Generator Loss: 0.7845 Epoch: 2/3 Discriminator Loss: 1.2946 Generator Loss: 0.8014 Epoch: 2/3 Discriminator Loss: 1.2950 Generator Loss: 0.7454 Epoch: 2/3 Discriminator Loss: 1.2536 Generator Loss: 0.7207
Epoch: 2/3 Discriminator Loss: 1.3891 Generator Loss: 0.7185 Epoch: 2/3 Discriminator Loss: 1.2825 Generator Loss: 0.8142 Epoch: 2/3 Discriminator Loss: 1.3254 Generator Loss: 0.7658 Epoch: 2/3 Discriminator Loss: 1.3118 Generator Loss: 0.7903 Epoch: 2/3 Discriminator Loss: 1.3130 Generator Loss: 0.7989 Epoch: 2/3 Discriminator Loss: 1.4230 Generator Loss: 0.6288 Epoch: 2/3 Discriminator Loss: 1.2955 Generator Loss: 0.7387 Epoch: 2/3 Discriminator Loss: 1.3068 Generator Loss: 0.7675 Epoch: 2/3 Discriminator Loss: 1.3291 Generator Loss: 0.7947 Epoch: 2/3 Discriminator Loss: 1.2795 Generator Loss: 0.7928
Epoch: 2/3 Discriminator Loss: 1.3720 Generator Loss: 0.6969 Epoch: 2/3 Discriminator Loss: 1.3897 Generator Loss: 0.8267 Epoch: 2/3 Discriminator Loss: 1.3757 Generator Loss: 0.7197 Epoch: 2/3 Discriminator Loss: 1.3386 Generator Loss: 0.8071 Epoch: 2/3 Discriminator Loss: 1.2049 Generator Loss: 0.8085 Epoch: 2/3 Discriminator Loss: 1.3613 Generator Loss: 0.6132 Epoch: 2/3 Discriminator Loss: 1.2435 Generator Loss: 0.9381 Epoch: 2/3 Discriminator Loss: 1.3122 Generator Loss: 0.7368 Epoch: 2/3 Discriminator Loss: 1.1901 Generator Loss: 0.8937 Epoch: 2/3 Discriminator Loss: 1.3541 Generator Loss: 0.7163
Epoch: 2/3 Discriminator Loss: 1.2718 Generator Loss: 0.7748 Epoch: 2/3 Discriminator Loss: 1.2575 Generator Loss: 0.8362 Epoch: 2/3 Discriminator Loss: 1.2915 Generator Loss: 0.8920 Epoch: 2/3 Discriminator Loss: 1.4044 Generator Loss: 0.6504 Epoch: 2/3 Discriminator Loss: 1.1955 Generator Loss: 0.8703 Epoch: 2/3 Discriminator Loss: 1.2109 Generator Loss: 1.1682 Epoch: 2/3 Discriminator Loss: 1.3639 Generator Loss: 0.9134 Epoch: 2/3 Discriminator Loss: 1.3526 Generator Loss: 0.7136 Epoch: 2/3 Discriminator Loss: 1.3261 Generator Loss: 0.7557 Epoch: 2/3 Discriminator Loss: 1.3326 Generator Loss: 0.7258
Epoch: 2/3 Discriminator Loss: 1.2894 Generator Loss: 0.8491 Epoch: 2/3 Discriminator Loss: 1.3131 Generator Loss: 0.7380 Epoch: 2/3 Discriminator Loss: 1.3979 Generator Loss: 0.7995 Epoch: 2/3 Discriminator Loss: 1.3193 Generator Loss: 0.7569 Epoch: 2/3 Discriminator Loss: 1.2603 Generator Loss: 0.8269 Epoch: 2/3 Discriminator Loss: 1.2859 Generator Loss: 0.8550 Epoch: 2/3 Discriminator Loss: 1.3219 Generator Loss: 0.7120 Epoch: 2/3 Discriminator Loss: 1.3664 Generator Loss: 0.7508 Epoch: 2/3 Discriminator Loss: 1.3179 Generator Loss: 0.8031 Epoch: 2/3 Discriminator Loss: 1.2702 Generator Loss: 0.7962
Epoch: 2/3 Discriminator Loss: 1.3143 Generator Loss: 0.7194 Epoch: 2/3 Discriminator Loss: 1.3375 Generator Loss: 0.7283 Epoch: 2/3 Discriminator Loss: 1.3196 Generator Loss: 0.7931 Epoch: 2/3 Discriminator Loss: 1.2780 Generator Loss: 0.8048 Epoch: 2/3 Discriminator Loss: 1.3423 Generator Loss: 0.8342 Epoch: 2/3 Discriminator Loss: 1.3035 Generator Loss: 0.7558 Epoch: 2/3 Discriminator Loss: 1.3695 Generator Loss: 0.7932 Epoch: 2/3 Discriminator Loss: 1.4359 Generator Loss: 0.6882 Epoch: 2/3 Discriminator Loss: 1.3449 Generator Loss: 0.8300 Epoch: 2/3 Discriminator Loss: 1.4069 Generator Loss: 0.7049
Epoch: 2/3 Discriminator Loss: 1.2764 Generator Loss: 0.9532 Epoch: 2/3 Discriminator Loss: 1.3638 Generator Loss: 0.7267 Epoch: 2/3 Discriminator Loss: 1.3668 Generator Loss: 0.6805 Epoch: 2/3 Discriminator Loss: 1.2118 Generator Loss: 0.8727 Epoch: 2/3 Discriminator Loss: 1.2164 Generator Loss: 0.9111 Epoch: 2/3 Discriminator Loss: 1.3314 Generator Loss: 0.7622 Epoch: 2/3 Discriminator Loss: 1.1936 Generator Loss: 0.9500 Epoch: 2/3 Discriminator Loss: 1.3650 Generator Loss: 0.6337 Epoch: 2/3 Discriminator Loss: 1.3483 Generator Loss: 0.7767 Epoch: 2/3 Discriminator Loss: 1.3026 Generator Loss: 0.7650
Epoch: 2/3 Discriminator Loss: 1.3072 Generator Loss: 0.9032 Epoch: 2/3 Discriminator Loss: 1.1895 Generator Loss: 0.8600 Epoch: 2/3 Discriminator Loss: 1.4378 Generator Loss: 0.8013 Epoch: 2/3 Discriminator Loss: 1.2649 Generator Loss: 0.7624 Epoch: 2/3 Discriminator Loss: 1.2829 Generator Loss: 0.7696 Epoch: 2/3 Discriminator Loss: 1.4184 Generator Loss: 0.7094 Epoch: 2/3 Discriminator Loss: 1.4436 Generator Loss: 0.6575 Epoch: 2/3 Discriminator Loss: 1.2632 Generator Loss: 0.8573 Epoch: 2/3 Discriminator Loss: 1.4381 Generator Loss: 0.7421 Epoch: 2/3 Discriminator Loss: 1.2812 Generator Loss: 0.7903
Epoch: 2/3 Discriminator Loss: 1.4028 Generator Loss: 0.7768 Epoch: 2/3 Discriminator Loss: 1.2630 Generator Loss: 0.8410 Epoch: 2/3 Discriminator Loss: 1.3230 Generator Loss: 0.7909 Epoch: 2/3 Discriminator Loss: 1.3189 Generator Loss: 0.8109 Epoch: 2/3 Discriminator Loss: 1.2526 Generator Loss: 0.8128 Epoch: 2/3 Discriminator Loss: 1.3141 Generator Loss: 0.7713 Epoch: 2/3 Discriminator Loss: 1.3594 Generator Loss: 0.8028 Epoch: 2/3 Discriminator Loss: 1.4215 Generator Loss: 0.7188 Epoch: 2/3 Discriminator Loss: 1.3260 Generator Loss: 0.7678 Epoch: 2/3 Discriminator Loss: 1.2985 Generator Loss: 0.7916
Epoch: 2/3 Discriminator Loss: 1.3381 Generator Loss: 0.8299 Epoch: 2/3 Discriminator Loss: 1.3086 Generator Loss: 0.7788 Epoch: 2/3 Discriminator Loss: 1.2963 Generator Loss: 0.7379 Epoch: 2/3 Discriminator Loss: 1.2922 Generator Loss: 0.7878 Epoch: 2/3 Discriminator Loss: 1.3264 Generator Loss: 0.7796 Epoch: 2/3 Discriminator Loss: 1.3618 Generator Loss: 0.6932 Epoch: 2/3 Discriminator Loss: 1.3852 Generator Loss: 0.6901 Epoch: 2/3 Discriminator Loss: 1.3199 Generator Loss: 0.7706 Epoch: 2/3 Discriminator Loss: 1.3163 Generator Loss: 0.7600 Epoch: 2/3 Discriminator Loss: 1.3233 Generator Loss: 0.7881
Epoch: 2/3 Discriminator Loss: 1.3658 Generator Loss: 0.6846 Epoch: 2/3 Discriminator Loss: 1.3519 Generator Loss: 0.6873 Epoch: 2/3 Discriminator Loss: 1.3155 Generator Loss: 0.6780 Epoch: 2/3 Discriminator Loss: 1.4496 Generator Loss: 0.7746 Epoch: 2/3 Discriminator Loss: 1.2936 Generator Loss: 0.8295 Epoch: 2/3 Discriminator Loss: 1.3963 Generator Loss: 0.7339 Epoch: 2/3 Discriminator Loss: 1.3177 Generator Loss: 0.7043 Epoch: 2/3 Discriminator Loss: 1.2350 Generator Loss: 0.8989 Epoch: 2/3 Discriminator Loss: 1.2825 Generator Loss: 0.9293 Epoch: 2/3 Discriminator Loss: 1.3488 Generator Loss: 0.8093
Epoch: 2/3 Discriminator Loss: 1.2778 Generator Loss: 0.9661 Epoch: 2/3 Discriminator Loss: 1.3434 Generator Loss: 0.7071 Epoch: 2/3 Discriminator Loss: 1.3132 Generator Loss: 0.8337 Epoch: 2/3 Discriminator Loss: 1.2996 Generator Loss: 0.8273 Epoch: 2/3 Discriminator Loss: 1.4551 Generator Loss: 0.7394 Epoch: 2/3 Discriminator Loss: 1.3396 Generator Loss: 0.7608 Epoch: 2/3 Discriminator Loss: 1.3432 Generator Loss: 0.7612 Epoch: 2/3 Discriminator Loss: 1.2907 Generator Loss: 0.7353 Epoch: 2/3 Discriminator Loss: 1.2717 Generator Loss: 0.7111 Epoch: 2/3 Discriminator Loss: 1.3214 Generator Loss: 0.7516
Epoch: 2/3 Discriminator Loss: 1.4102 Generator Loss: 0.7777 Epoch: 2/3 Discriminator Loss: 1.3764 Generator Loss: 0.6727 Epoch: 2/3 Discriminator Loss: 1.2225 Generator Loss: 0.9409 Epoch: 2/3 Discriminator Loss: 1.4030 Generator Loss: 0.6607 Epoch: 2/3 Discriminator Loss: 1.2876 Generator Loss: 0.9262 Epoch: 2/3 Discriminator Loss: 1.3863 Generator Loss: 0.7415 Epoch: 2/3 Discriminator Loss: 1.3117 Generator Loss: 0.7769 Epoch: 2/3 Discriminator Loss: 1.3238 Generator Loss: 0.8482 Epoch: 2/3 Discriminator Loss: 1.3427 Generator Loss: 0.7761 Epoch: 2/3 Discriminator Loss: 1.2797 Generator Loss: 0.7813
Epoch: 2/3 Discriminator Loss: 1.3804 Generator Loss: 0.7595 Epoch: 2/3 Discriminator Loss: 1.2094 Generator Loss: 0.9459 Epoch: 2/3 Discriminator Loss: 1.2621 Generator Loss: 0.9171 Epoch: 2/3 Discriminator Loss: 1.3244 Generator Loss: 0.8708 Epoch: 2/3 Discriminator Loss: 1.3114 Generator Loss: 0.8565 Epoch: 2/3 Discriminator Loss: 1.2774 Generator Loss: 0.8366 Epoch: 2/3 Discriminator Loss: 1.3405 Generator Loss: 0.7401 Epoch: 2/3 Discriminator Loss: 1.4594 Generator Loss: 0.6353 Epoch: 2/3 Discriminator Loss: 1.3979 Generator Loss: 0.6924 Epoch: 2/3 Discriminator Loss: 1.2687 Generator Loss: 0.7347
Epoch: 2/3 Discriminator Loss: 1.3381 Generator Loss: 0.7649 Epoch: 2/3 Discriminator Loss: 1.3498 Generator Loss: 0.7308 Epoch: 2/3 Discriminator Loss: 1.2386 Generator Loss: 0.9130 Epoch: 2/3 Discriminator Loss: 1.3653 Generator Loss: 0.6809 Epoch: 2/3 Discriminator Loss: 1.4741 Generator Loss: 0.5851 Epoch: 2/3 Discriminator Loss: 1.3183 Generator Loss: 0.8192 Epoch: 2/3 Discriminator Loss: 1.3439 Generator Loss: 0.6616 Epoch: 2/3 Discriminator Loss: 1.3090 Generator Loss: 0.9763 Epoch: 2/3 Discriminator Loss: 1.3185 Generator Loss: 0.8144 Epoch: 2/3 Discriminator Loss: 1.2677 Generator Loss: 0.8918
Epoch: 2/3 Discriminator Loss: 1.3026 Generator Loss: 0.7752 Epoch: 2/3 Discriminator Loss: 1.2888 Generator Loss: 0.8848 Epoch: 3/3 Discriminator Loss: 1.2500 Generator Loss: 0.8709 Epoch: 3/3 Discriminator Loss: 1.3453 Generator Loss: 0.8222 Epoch: 3/3 Discriminator Loss: 1.3277 Generator Loss: 0.7470 Epoch: 3/3 Discriminator Loss: 1.4074 Generator Loss: 0.7016 Epoch: 3/3 Discriminator Loss: 1.3128 Generator Loss: 0.8453 Epoch: 3/3 Discriminator Loss: 1.3051 Generator Loss: 0.7984 Epoch: 3/3 Discriminator Loss: 1.3250 Generator Loss: 0.7331 Epoch: 3/3 Discriminator Loss: 1.2913 Generator Loss: 0.8370
Epoch: 3/3 Discriminator Loss: 1.2775 Generator Loss: 0.8203 Epoch: 3/3 Discriminator Loss: 1.4364 Generator Loss: 0.6283 Epoch: 3/3 Discriminator Loss: 1.3539 Generator Loss: 0.8187 Epoch: 3/3 Discriminator Loss: 1.3852 Generator Loss: 0.7560 Epoch: 3/3 Discriminator Loss: 1.3695 Generator Loss: 0.6930 Epoch: 3/3 Discriminator Loss: 1.2839 Generator Loss: 0.8214 Epoch: 3/3 Discriminator Loss: 1.2917 Generator Loss: 0.8409 Epoch: 3/3 Discriminator Loss: 1.3028 Generator Loss: 0.6809 Epoch: 3/3 Discriminator Loss: 1.3383 Generator Loss: 0.7617 Epoch: 3/3 Discriminator Loss: 1.2814 Generator Loss: 0.8426
Epoch: 3/3 Discriminator Loss: 1.3532 Generator Loss: 0.7544 Epoch: 3/3 Discriminator Loss: 1.3376 Generator Loss: 0.7204 Epoch: 3/3 Discriminator Loss: 1.4110 Generator Loss: 0.7481 Epoch: 3/3 Discriminator Loss: 1.2786 Generator Loss: 0.8574 Epoch: 3/3 Discriminator Loss: 1.3801 Generator Loss: 0.7010 Epoch: 3/3 Discriminator Loss: 1.2744 Generator Loss: 0.7406 Epoch: 3/3 Discriminator Loss: 1.4379 Generator Loss: 0.7275 Epoch: 3/3 Discriminator Loss: 1.3943 Generator Loss: 0.7475 Epoch: 3/3 Discriminator Loss: 1.3876 Generator Loss: 0.8407 Epoch: 3/3 Discriminator Loss: 1.2785 Generator Loss: 0.8213
Epoch: 3/3 Discriminator Loss: 1.3559 Generator Loss: 0.7177 Epoch: 3/3 Discriminator Loss: 1.2978 Generator Loss: 0.8373 Epoch: 3/3 Discriminator Loss: 1.3699 Generator Loss: 0.7795 Epoch: 3/3 Discriminator Loss: 1.3287 Generator Loss: 0.7223 Epoch: 3/3 Discriminator Loss: 1.3961 Generator Loss: 0.7495 Epoch: 3/3 Discriminator Loss: 1.3023 Generator Loss: 0.8064 Epoch: 3/3 Discriminator Loss: 1.3949 Generator Loss: 0.6245 Epoch: 3/3 Discriminator Loss: 1.4249 Generator Loss: 0.6062 Epoch: 3/3 Discriminator Loss: 1.4607 Generator Loss: 0.8278 Epoch: 3/3 Discriminator Loss: 1.5825 Generator Loss: 0.5257
Epoch: 3/3 Discriminator Loss: 1.2637 Generator Loss: 0.8342 Epoch: 3/3 Discriminator Loss: 1.3190 Generator Loss: 0.8410 Epoch: 3/3 Discriminator Loss: 1.3219 Generator Loss: 0.7828 Epoch: 3/3 Discriminator Loss: 1.3503 Generator Loss: 0.7671 Epoch: 3/3 Discriminator Loss: 1.2725 Generator Loss: 0.8969 Epoch: 3/3 Discriminator Loss: 1.3150 Generator Loss: 0.7762 Epoch: 3/3 Discriminator Loss: 1.2813 Generator Loss: 1.1711 Epoch: 3/3 Discriminator Loss: 1.3802 Generator Loss: 0.7080 Epoch: 3/3 Discriminator Loss: 1.2230 Generator Loss: 0.8207 Epoch: 3/3 Discriminator Loss: 1.5138 Generator Loss: 0.6582
Epoch: 3/3 Discriminator Loss: 1.2396 Generator Loss: 0.8983 Epoch: 3/3 Discriminator Loss: 1.2855 Generator Loss: 0.7035 Epoch: 3/3 Discriminator Loss: 1.2782 Generator Loss: 0.8400 Epoch: 3/3 Discriminator Loss: 1.4083 Generator Loss: 0.7181 Epoch: 3/3 Discriminator Loss: 1.3676 Generator Loss: 0.8109 Epoch: 3/3 Discriminator Loss: 1.4060 Generator Loss: 0.6916 Epoch: 3/3 Discriminator Loss: 1.3140 Generator Loss: 0.8467 Epoch: 3/3 Discriminator Loss: 1.3382 Generator Loss: 0.7112 Epoch: 3/3 Discriminator Loss: 1.3137 Generator Loss: 0.8054 Epoch: 3/3 Discriminator Loss: 1.2837 Generator Loss: 0.7864
Epoch: 3/3 Discriminator Loss: 1.2621 Generator Loss: 0.8845 Epoch: 3/3 Discriminator Loss: 1.3483 Generator Loss: 0.6956 Epoch: 3/3 Discriminator Loss: 1.3511 Generator Loss: 0.8067 Epoch: 3/3 Discriminator Loss: 1.3194 Generator Loss: 0.7581 Epoch: 3/3 Discriminator Loss: 1.4447 Generator Loss: 0.6398 Epoch: 3/3 Discriminator Loss: 1.2773 Generator Loss: 0.8432 Epoch: 3/3 Discriminator Loss: 1.3139 Generator Loss: 0.7664 Epoch: 3/3 Discriminator Loss: 1.3440 Generator Loss: 0.6620 Epoch: 3/3 Discriminator Loss: 1.3669 Generator Loss: 0.6435 Epoch: 3/3 Discriminator Loss: 1.3891 Generator Loss: 0.7139
Epoch: 3/3 Discriminator Loss: 1.3249 Generator Loss: 0.8588 Epoch: 3/3 Discriminator Loss: 1.2752 Generator Loss: 0.8302 Epoch: 3/3 Discriminator Loss: 1.2979 Generator Loss: 0.7546 Epoch: 3/3 Discriminator Loss: 1.3533 Generator Loss: 0.7943 Epoch: 3/3 Discriminator Loss: 1.3578 Generator Loss: 0.7801 Epoch: 3/3 Discriminator Loss: 1.3104 Generator Loss: 0.7841 Epoch: 3/3 Discriminator Loss: 1.2200 Generator Loss: 0.8624 Epoch: 3/3 Discriminator Loss: 1.3728 Generator Loss: 0.7073 Epoch: 3/3 Discriminator Loss: 1.3698 Generator Loss: 0.6725 Epoch: 3/3 Discriminator Loss: 1.3387 Generator Loss: 0.7302
Epoch: 3/3 Discriminator Loss: 1.3930 Generator Loss: 0.8268 Epoch: 3/3 Discriminator Loss: 1.4527 Generator Loss: 0.6040 Epoch: 3/3 Discriminator Loss: 1.3061 Generator Loss: 0.7477 Epoch: 3/3 Discriminator Loss: 1.2456 Generator Loss: 0.9623 Epoch: 3/3 Discriminator Loss: 1.3471 Generator Loss: 0.7206 Epoch: 3/3 Discriminator Loss: 1.2871 Generator Loss: 0.9064 Epoch: 3/3 Discriminator Loss: 1.3273 Generator Loss: 0.7136 Epoch: 3/3 Discriminator Loss: 1.3638 Generator Loss: 0.8045 Epoch: 3/3 Discriminator Loss: 1.3817 Generator Loss: 0.6817 Epoch: 3/3 Discriminator Loss: 1.2788 Generator Loss: 0.7314
Epoch: 3/3 Discriminator Loss: 1.3015 Generator Loss: 0.9743 Epoch: 3/3 Discriminator Loss: 1.2614 Generator Loss: 0.8791 Epoch: 3/3 Discriminator Loss: 1.3123 Generator Loss: 0.7467 Epoch: 3/3 Discriminator Loss: 1.3960 Generator Loss: 0.6675 Epoch: 3/3 Discriminator Loss: 1.2340 Generator Loss: 0.9071 Epoch: 3/3 Discriminator Loss: 1.2865 Generator Loss: 0.8784 Epoch: 3/3 Discriminator Loss: 1.3521 Generator Loss: 0.7452 Epoch: 3/3 Discriminator Loss: 1.2928 Generator Loss: 0.8103 Epoch: 3/3 Discriminator Loss: 1.3307 Generator Loss: 0.6998 Epoch: 3/3 Discriminator Loss: 1.2554 Generator Loss: 0.8185
Epoch: 3/3 Discriminator Loss: 1.3914 Generator Loss: 0.6435 Epoch: 3/3 Discriminator Loss: 1.4168 Generator Loss: 0.7031 Epoch: 3/3 Discriminator Loss: 1.4468 Generator Loss: 0.6271 Epoch: 3/3 Discriminator Loss: 1.2842 Generator Loss: 0.8082 Epoch: 3/3 Discriminator Loss: 1.4054 Generator Loss: 0.5840 Epoch: 3/3 Discriminator Loss: 1.3602 Generator Loss: 0.7158 Epoch: 3/3 Discriminator Loss: 1.3056 Generator Loss: 0.8008 Epoch: 3/3 Discriminator Loss: 1.3052 Generator Loss: 0.7457 Epoch: 3/3 Discriminator Loss: 1.3286 Generator Loss: 0.8025 Epoch: 3/3 Discriminator Loss: 1.3119 Generator Loss: 0.7663
Epoch: 3/3 Discriminator Loss: 1.2483 Generator Loss: 0.9822 Epoch: 3/3 Discriminator Loss: 1.4022 Generator Loss: 0.6251 Epoch: 3/3 Discriminator Loss: 1.3168 Generator Loss: 0.7171 Epoch: 3/3 Discriminator Loss: 1.3201 Generator Loss: 0.8240 Epoch: 3/3 Discriminator Loss: 1.3560 Generator Loss: 0.7259 Epoch: 3/3 Discriminator Loss: 1.2832 Generator Loss: 0.8103 Epoch: 3/3 Discriminator Loss: 1.3025 Generator Loss: 0.7801 Epoch: 3/3 Discriminator Loss: 1.3117 Generator Loss: 0.8087 Epoch: 3/3 Discriminator Loss: 1.2315 Generator Loss: 0.8713 Epoch: 3/3 Discriminator Loss: 1.3009 Generator Loss: 0.9309
Epoch: 3/3 Discriminator Loss: 1.3159 Generator Loss: 0.8633 Epoch: 3/3 Discriminator Loss: 1.3799 Generator Loss: 0.7216 Epoch: 3/3 Discriminator Loss: 1.3356 Generator Loss: 0.7690 Epoch: 3/3 Discriminator Loss: 1.4096 Generator Loss: 0.6421 Epoch: 3/3 Discriminator Loss: 1.3589 Generator Loss: 0.7912 Epoch: 3/3 Discriminator Loss: 1.3376 Generator Loss: 0.7977 Epoch: 3/3 Discriminator Loss: 1.2108 Generator Loss: 0.9836 Epoch: 3/3 Discriminator Loss: 1.4015 Generator Loss: 0.6443 Epoch: 3/3 Discriminator Loss: 1.3504 Generator Loss: 0.7903 Epoch: 3/3 Discriminator Loss: 1.3171 Generator Loss: 0.7379
Epoch: 3/3 Discriminator Loss: 1.3138 Generator Loss: 0.7628 Epoch: 3/3 Discriminator Loss: 1.3175 Generator Loss: 0.8624 Epoch: 3/3 Discriminator Loss: 1.3110 Generator Loss: 0.7289 Epoch: 3/3 Discriminator Loss: 1.4027 Generator Loss: 0.7370 Epoch: 3/3 Discriminator Loss: 1.3634 Generator Loss: 0.6877 Epoch: 3/3 Discriminator Loss: 1.3536 Generator Loss: 0.7778 Epoch: 3/3 Discriminator Loss: 1.3142 Generator Loss: 0.8142 Epoch: 3/3 Discriminator Loss: 1.3334 Generator Loss: 0.7249 Epoch: 3/3 Discriminator Loss: 1.3825 Generator Loss: 0.7050 Epoch: 3/3 Discriminator Loss: 1.3366 Generator Loss: 1.0117
Epoch: 3/3 Discriminator Loss: 1.2432 Generator Loss: 0.7604 Epoch: 3/3 Discriminator Loss: 1.3183 Generator Loss: 0.8312 Epoch: 3/3 Discriminator Loss: 1.2485 Generator Loss: 0.9313 Epoch: 3/3 Discriminator Loss: 1.3346 Generator Loss: 0.6108 Epoch: 3/3 Discriminator Loss: 1.4238 Generator Loss: 0.7031 Epoch: 3/3 Discriminator Loss: 1.2393 Generator Loss: 0.9055 Epoch: 3/3 Discriminator Loss: 1.2252 Generator Loss: 0.7884 Epoch: 3/3 Discriminator Loss: 1.1642 Generator Loss: 0.8881 Epoch: 3/3 Discriminator Loss: 1.4794 Generator Loss: 0.6173 Epoch: 3/3 Discriminator Loss: 1.3575 Generator Loss: 0.7966
Epoch: 3/3 Discriminator Loss: 1.4772 Generator Loss: 0.9172 Epoch: 3/3 Discriminator Loss: 1.2614 Generator Loss: 0.7372 Epoch: 3/3 Discriminator Loss: 1.4270 Generator Loss: 0.7789 Epoch: 3/3 Discriminator Loss: 1.3043 Generator Loss: 0.8529 Epoch: 3/3 Discriminator Loss: 1.3023 Generator Loss: 0.7863 Epoch: 3/3 Discriminator Loss: 1.1970 Generator Loss: 0.8964 Epoch: 3/3 Discriminator Loss: 1.3104 Generator Loss: 0.7577 Epoch: 3/3 Discriminator Loss: 1.2537 Generator Loss: 0.8070 Epoch: 3/3 Discriminator Loss: 1.3590 Generator Loss: 0.7904 Epoch: 3/3 Discriminator Loss: 1.3894 Generator Loss: 0.7526
Epoch: 3/3 Discriminator Loss: 1.3219 Generator Loss: 0.8746 Epoch: 3/3 Discriminator Loss: 1.2992 Generator Loss: 0.7247 Epoch: 3/3 Discriminator Loss: 1.2946 Generator Loss: 0.8440 Epoch: 3/3 Discriminator Loss: 1.2772 Generator Loss: 0.7797 Epoch: 3/3 Discriminator Loss: 1.4548 Generator Loss: 0.7358 Epoch: 3/3 Discriminator Loss: 1.3929 Generator Loss: 0.7729 Epoch: 3/3 Discriminator Loss: 1.4527 Generator Loss: 0.6374 Epoch: 3/3 Discriminator Loss: 1.2664 Generator Loss: 0.9308 Epoch: 3/3 Discriminator Loss: 1.3337 Generator Loss: 0.8101 Epoch: 3/3 Discriminator Loss: 1.3688 Generator Loss: 0.6622
Epoch: 3/3 Discriminator Loss: 1.3558 Generator Loss: 0.7261 Epoch: 3/3 Discriminator Loss: 1.3242 Generator Loss: 0.7327 Epoch: 3/3 Discriminator Loss: 1.3240 Generator Loss: 0.8267 Epoch: 3/3 Discriminator Loss: 1.3419 Generator Loss: 0.8224 Epoch: 3/3 Discriminator Loss: 1.3853 Generator Loss: 0.6974 Epoch: 3/3 Discriminator Loss: 1.3161 Generator Loss: 0.7508 Epoch: 3/3 Discriminator Loss: 1.2539 Generator Loss: 0.8724 Epoch: 3/3 Discriminator Loss: 1.3289 Generator Loss: 0.7477 Epoch: 3/3 Discriminator Loss: 1.3229 Generator Loss: 0.7568 Epoch: 3/3 Discriminator Loss: 1.3802 Generator Loss: 0.6460
Epoch: 3/3 Discriminator Loss: 1.3713 Generator Loss: 0.8089 Epoch: 3/3 Discriminator Loss: 1.2580 Generator Loss: 0.8473 Epoch: 3/3 Discriminator Loss: 1.3256 Generator Loss: 0.7480 Epoch: 3/3 Discriminator Loss: 1.3498 Generator Loss: 0.8004 Epoch: 3/3 Discriminator Loss: 1.3382 Generator Loss: 0.7769 Epoch: 3/3 Discriminator Loss: 1.3441 Generator Loss: 0.7533 Epoch: 3/3 Discriminator Loss: 1.3660 Generator Loss: 0.7115 Epoch: 3/3 Discriminator Loss: 1.2591 Generator Loss: 0.8481 Epoch: 3/3 Discriminator Loss: 1.2516 Generator Loss: 0.8385 Epoch: 3/3 Discriminator Loss: 1.3022 Generator Loss: 0.7956
Epoch: 3/3 Discriminator Loss: 1.2675 Generator Loss: 0.9060 Epoch: 3/3 Discriminator Loss: 1.3635 Generator Loss: 0.7035 Epoch: 3/3 Discriminator Loss: 1.2966 Generator Loss: 0.7559 Epoch: 3/3 Discriminator Loss: 1.2382 Generator Loss: 0.8697 Epoch: 3/3 Discriminator Loss: 1.2863 Generator Loss: 0.8363 Epoch: 3/3 Discriminator Loss: 1.3309 Generator Loss: 0.7107 Epoch: 3/3 Discriminator Loss: 1.3387 Generator Loss: 0.7746 Epoch: 3/3 Discriminator Loss: 1.3217 Generator Loss: 0.7782 Epoch: 3/3 Discriminator Loss: 1.2300 Generator Loss: 0.9017 Epoch: 3/3 Discriminator Loss: 1.3809 Generator Loss: 0.7847
Epoch: 3/3 Discriminator Loss: 1.2987 Generator Loss: 0.8394 Epoch: 3/3 Discriminator Loss: 1.3068 Generator Loss: 0.8116 Epoch: 3/3 Discriminator Loss: 1.3435 Generator Loss: 0.7846 Epoch: 3/3 Discriminator Loss: 1.3154 Generator Loss: 0.7943 Epoch: 3/3 Discriminator Loss: 1.2984 Generator Loss: 0.7182 Epoch: 3/3 Discriminator Loss: 1.2746 Generator Loss: 0.8443 Epoch: 3/3 Discriminator Loss: 1.2758 Generator Loss: 0.7305 Epoch: 3/3 Discriminator Loss: 1.3566 Generator Loss: 0.7209 Epoch: 3/3 Discriminator Loss: 1.4010 Generator Loss: 0.5758 Epoch: 3/3 Discriminator Loss: 1.2432 Generator Loss: 0.8438
Epoch: 3/3 Discriminator Loss: 1.4511 Generator Loss: 0.6265 Epoch: 3/3 Discriminator Loss: 1.3550 Generator Loss: 0.6978 Epoch: 3/3 Discriminator Loss: 1.3657 Generator Loss: 0.7331 Epoch: 3/3 Discriminator Loss: 1.3012 Generator Loss: 0.7901 Epoch: 3/3 Discriminator Loss: 1.2972 Generator Loss: 0.7386 Epoch: 3/3 Discriminator Loss: 1.3054 Generator Loss: 0.6913 Epoch: 3/3 Discriminator Loss: 1.3103 Generator Loss: 0.8632 Epoch: 3/3 Discriminator Loss: 1.3254 Generator Loss: 0.8244 Epoch: 3/3 Discriminator Loss: 1.4287 Generator Loss: 0.6656 Epoch: 3/3 Discriminator Loss: 1.3346 Generator Loss: 0.9212
Epoch: 3/3 Discriminator Loss: 1.3017 Generator Loss: 0.7152 Epoch: 3/3 Discriminator Loss: 1.3357 Generator Loss: 0.6756 Epoch: 3/3 Discriminator Loss: 1.2917 Generator Loss: 0.8658 Epoch: 3/3 Discriminator Loss: 1.2798 Generator Loss: 0.7813 Epoch: 3/3 Discriminator Loss: 1.3295 Generator Loss: 0.6776 Epoch: 3/3 Discriminator Loss: 1.3435 Generator Loss: 0.7794 Epoch: 3/3 Discriminator Loss: 1.4003 Generator Loss: 0.5678 Epoch: 3/3 Discriminator Loss: 1.3944 Generator Loss: 0.6620 Epoch: 3/3 Discriminator Loss: 1.3104 Generator Loss: 0.7978 Epoch: 3/3 Discriminator Loss: 1.3617 Generator Loss: 0.7188
Epoch: 3/3 Discriminator Loss: 1.2899 Generator Loss: 0.8685 Epoch: 3/3 Discriminator Loss: 1.4279 Generator Loss: 0.6587 Epoch: 3/3 Discriminator Loss: 1.2246 Generator Loss: 0.9051 Epoch: 3/3 Discriminator Loss: 1.4057 Generator Loss: 0.7022 Epoch: 3/3 Discriminator Loss: 1.2720 Generator Loss: 0.8219 Epoch: 3/3 Discriminator Loss: 1.4100 Generator Loss: 0.7501 Epoch: 3/3 Discriminator Loss: 1.2733 Generator Loss: 0.8140 Epoch: 3/3 Discriminator Loss: 1.3769 Generator Loss: 0.6144 Epoch: 3/3 Discriminator Loss: 1.3610 Generator Loss: 0.6525 Epoch: 3/3 Discriminator Loss: 1.3298 Generator Loss: 0.8263
Epoch: 3/3 Discriminator Loss: 1.2772 Generator Loss: 0.8102 Epoch: 3/3 Discriminator Loss: 1.3481 Generator Loss: 0.7064 Epoch: 3/3 Discriminator Loss: 1.3265 Generator Loss: 0.7657 Epoch: 3/3 Discriminator Loss: 1.2977 Generator Loss: 0.7488 Epoch: 3/3 Discriminator Loss: 1.3124 Generator Loss: 0.9384 Epoch: 3/3 Discriminator Loss: 1.2832 Generator Loss: 0.7341 Epoch: 3/3 Discriminator Loss: 1.3849 Generator Loss: 0.7355 Epoch: 3/3 Discriminator Loss: 1.2961 Generator Loss: 0.7837 Epoch: 3/3 Discriminator Loss: 1.3731 Generator Loss: 0.6478 Epoch: 3/3 Discriminator Loss: 1.2901 Generator Loss: 0.6743
Epoch: 3/3 Discriminator Loss: 1.3115 Generator Loss: 0.7506 Epoch: 3/3 Discriminator Loss: 1.2636 Generator Loss: 0.7515 Epoch: 3/3 Discriminator Loss: 1.3181 Generator Loss: 0.7857 Epoch: 3/3 Discriminator Loss: 1.3633 Generator Loss: 0.8020 Epoch: 3/3 Discriminator Loss: 1.3472 Generator Loss: 0.7284 Epoch: 3/3 Discriminator Loss: 1.2977 Generator Loss: 0.7708 Epoch: 3/3 Discriminator Loss: 1.4378 Generator Loss: 0.6960 Epoch: 3/3 Discriminator Loss: 1.3040 Generator Loss: 0.8760 Epoch: 3/3 Discriminator Loss: 1.4220 Generator Loss: 0.6711 Epoch: 3/3 Discriminator Loss: 1.2786 Generator Loss: 0.8897
Epoch: 3/3 Discriminator Loss: 1.2788 Generator Loss: 0.8866 Epoch: 3/3 Discriminator Loss: 1.2696 Generator Loss: 0.7586 Epoch: 3/3 Discriminator Loss: 1.3800 Generator Loss: 0.6817 Epoch: 3/3 Discriminator Loss: 1.3084 Generator Loss: 0.8653 Epoch: 3/3 Discriminator Loss: 1.3038 Generator Loss: 0.6641 Epoch: 3/3 Discriminator Loss: 1.3543 Generator Loss: 0.6735 Epoch: 3/3 Discriminator Loss: 1.2792 Generator Loss: 0.7764 Epoch: 3/3 Discriminator Loss: 1.2663 Generator Loss: 0.7760 Epoch: 3/3 Discriminator Loss: 1.3085 Generator Loss: 0.8568 Epoch: 3/3 Discriminator Loss: 1.4433 Generator Loss: 0.6768
Epoch: 3/3 Discriminator Loss: 1.2644 Generator Loss: 0.9384 Epoch: 3/3 Discriminator Loss: 1.2027 Generator Loss: 0.9426 Epoch: 3/3 Discriminator Loss: 1.3931 Generator Loss: 1.2010 Epoch: 3/3 Discriminator Loss: 1.3164 Generator Loss: 0.7721 Epoch: 3/3 Discriminator Loss: 1.3485 Generator Loss: 0.8539 Epoch: 3/3 Discriminator Loss: 1.3192 Generator Loss: 0.8045 Epoch: 3/3 Discriminator Loss: 1.3351 Generator Loss: 0.7853 Epoch: 3/3 Discriminator Loss: 1.3478 Generator Loss: 0.7637 Epoch: 3/3 Discriminator Loss: 1.2404 Generator Loss: 0.8216 Epoch: 3/3 Discriminator Loss: 1.5027 Generator Loss: 0.5758
Epoch: 3/3 Discriminator Loss: 1.3280 Generator Loss: 0.8450 Epoch: 3/3 Discriminator Loss: 1.3210 Generator Loss: 0.8015 Epoch: 3/3 Discriminator Loss: 1.1765 Generator Loss: 0.9183 Epoch: 3/3 Discriminator Loss: 1.2646 Generator Loss: 0.7787 Epoch: 3/3 Discriminator Loss: 1.3416 Generator Loss: 0.7098 Epoch: 3/3 Discriminator Loss: 1.2675 Generator Loss: 0.7873 Epoch: 3/3 Discriminator Loss: 1.2682 Generator Loss: 0.8579 Epoch: 3/3 Discriminator Loss: 1.3345 Generator Loss: 0.7768 Epoch: 3/3 Discriminator Loss: 1.3575 Generator Loss: 0.7573 Epoch: 3/3 Discriminator Loss: 1.3956 Generator Loss: 0.7399
Epoch: 3/3 Discriminator Loss: 1.3128 Generator Loss: 0.7168 Epoch: 3/3 Discriminator Loss: 1.3257 Generator Loss: 0.7669 Epoch: 3/3 Discriminator Loss: 1.4580 Generator Loss: 0.6064 Epoch: 3/3 Discriminator Loss: 1.3639 Generator Loss: 0.7263 Epoch: 3/3 Discriminator Loss: 1.3880 Generator Loss: 0.8877 Epoch: 3/3 Discriminator Loss: 1.2410 Generator Loss: 0.8149 Epoch: 3/3 Discriminator Loss: 1.2838 Generator Loss: 0.7433 Epoch: 3/3 Discriminator Loss: 1.2678 Generator Loss: 0.8424 Epoch: 3/3 Discriminator Loss: 1.4052 Generator Loss: 0.6391 Epoch: 3/3 Discriminator Loss: 1.2538 Generator Loss: 0.8555
Epoch: 3/3 Discriminator Loss: 1.3361 Generator Loss: 0.8008 Epoch: 3/3 Discriminator Loss: 1.3640 Generator Loss: 0.6714 Epoch: 3/3 Discriminator Loss: 1.2843 Generator Loss: 0.8794 Epoch: 3/3 Discriminator Loss: 1.2673 Generator Loss: 1.0759 Epoch: 3/3 Discriminator Loss: 1.2720 Generator Loss: 0.8079 Epoch: 3/3 Discriminator Loss: 1.3649 Generator Loss: 0.7394 Epoch: 3/3 Discriminator Loss: 1.3383 Generator Loss: 0.7393 Epoch: 3/3 Discriminator Loss: 1.2166 Generator Loss: 0.8274 Epoch: 3/3 Discriminator Loss: 1.3282 Generator Loss: 0.7130 Epoch: 3/3 Discriminator Loss: 1.4905 Generator Loss: 0.5802
Epoch: 3/3 Discriminator Loss: 1.4235 Generator Loss: 0.6907 Epoch: 3/3 Discriminator Loss: 1.4126 Generator Loss: 0.7156 Epoch: 3/3 Discriminator Loss: 1.4138 Generator Loss: 0.6922 Epoch: 3/3 Discriminator Loss: 1.3323 Generator Loss: 0.7815 Epoch: 3/3 Discriminator Loss: 1.2638 Generator Loss: 0.7945 Epoch: 3/3 Discriminator Loss: 1.3306 Generator Loss: 0.7491 Epoch: 3/3 Discriminator Loss: 1.3756 Generator Loss: 0.7950 Epoch: 3/3 Discriminator Loss: 1.2581 Generator Loss: 0.8022 Epoch: 3/3 Discriminator Loss: 1.2030 Generator Loss: 0.9478 Epoch: 3/3 Discriminator Loss: 1.3459 Generator Loss: 0.7817
Epoch: 3/3 Discriminator Loss: 1.2743 Generator Loss: 0.8625 Epoch: 3/3 Discriminator Loss: 1.3104 Generator Loss: 0.7597 Epoch: 3/3 Discriminator Loss: 1.2777 Generator Loss: 0.8624 Epoch: 3/3 Discriminator Loss: 1.3395 Generator Loss: 0.7490 Epoch: 3/3 Discriminator Loss: 1.3351 Generator Loss: 0.8532 Epoch: 3/3 Discriminator Loss: 1.3321 Generator Loss: 0.6876 Epoch: 3/3 Discriminator Loss: 1.4304 Generator Loss: 0.7456 Epoch: 3/3 Discriminator Loss: 1.3498 Generator Loss: 0.8333 Epoch: 3/3 Discriminator Loss: 1.3961 Generator Loss: 0.7257 Epoch: 3/3 Discriminator Loss: 1.3417 Generator Loss: 0.9167
Epoch: 3/3 Discriminator Loss: 1.3345 Generator Loss: 0.7615 Epoch: 3/3 Discriminator Loss: 1.2969 Generator Loss: 0.7942 Epoch: 3/3 Discriminator Loss: 1.3470 Generator Loss: 0.7589 Epoch: 3/3 Discriminator Loss: 1.3729 Generator Loss: 0.7425 Epoch: 3/3 Discriminator Loss: 1.2647 Generator Loss: 0.8772 Epoch: 3/3 Discriminator Loss: 1.3760 Generator Loss: 0.7735 Epoch: 3/3 Discriminator Loss: 1.4054 Generator Loss: 0.7415 Epoch: 3/3 Discriminator Loss: 1.2811 Generator Loss: 0.8055 Epoch: 3/3 Discriminator Loss: 1.2660 Generator Loss: 0.7749 Epoch: 3/3 Discriminator Loss: 1.3830 Generator Loss: 0.7716
Epoch: 3/3 Discriminator Loss: 1.3614 Generator Loss: 0.7477 Epoch: 3/3 Discriminator Loss: 1.3689 Generator Loss: 0.6469 Epoch: 3/3 Discriminator Loss: 1.3189 Generator Loss: 0.8315 Epoch: 3/3 Discriminator Loss: 1.2641 Generator Loss: 0.8309 Epoch: 3/3 Discriminator Loss: 1.4419 Generator Loss: 0.6487 Epoch: 3/3 Discriminator Loss: 1.3043 Generator Loss: 0.7389 Epoch: 3/3 Discriminator Loss: 1.3416 Generator Loss: 0.6965 Epoch: 3/3 Discriminator Loss: 1.2183 Generator Loss: 0.8335 Epoch: 3/3 Discriminator Loss: 1.4063 Generator Loss: 0.7119 Epoch: 3/3 Discriminator Loss: 1.3050 Generator Loss: 0.8092
Epoch: 3/3 Discriminator Loss: 1.2649 Generator Loss: 0.8134 Epoch: 3/3 Discriminator Loss: 1.4043 Generator Loss: 0.6361 Epoch: 3/3 Discriminator Loss: 1.2185 Generator Loss: 0.8687 Epoch: 3/3 Discriminator Loss: 1.3516 Generator Loss: 0.7846 Epoch: 3/3 Discriminator Loss: 1.2745 Generator Loss: 0.8667 Epoch: 3/3 Discriminator Loss: 1.3136 Generator Loss: 0.8052 Epoch: 3/3 Discriminator Loss: 1.0548 Generator Loss: 1.0545 Epoch: 3/3 Discriminator Loss: 1.3539 Generator Loss: 0.7134 Epoch: 3/3 Discriminator Loss: 1.3173 Generator Loss: 0.7581 Epoch: 3/3 Discriminator Loss: 1.3709 Generator Loss: 0.7164
Epoch: 3/3 Discriminator Loss: 1.2588 Generator Loss: 0.8715 Epoch: 3/3 Discriminator Loss: 1.2611 Generator Loss: 0.9149 Epoch: 3/3 Discriminator Loss: 1.2982 Generator Loss: 0.6869 Epoch: 3/3 Discriminator Loss: 1.2545 Generator Loss: 0.7725 Epoch: 3/3 Discriminator Loss: 1.4133 Generator Loss: 0.5758 Epoch: 3/3 Discriminator Loss: 1.3685 Generator Loss: 0.6134 Epoch: 3/3 Discriminator Loss: 1.2821 Generator Loss: 0.8211 Epoch: 3/3 Discriminator Loss: 1.3132 Generator Loss: 0.7022 Epoch: 3/3 Discriminator Loss: 1.3748 Generator Loss: 0.5983 Epoch: 3/3 Discriminator Loss: 1.3496 Generator Loss: 0.7646
Epoch: 3/3 Discriminator Loss: 1.3024 Generator Loss: 0.7235 Epoch: 3/3 Discriminator Loss: 1.3712 Generator Loss: 0.6520 Epoch: 3/3 Discriminator Loss: 1.3204 Generator Loss: 0.8081 Epoch: 3/3 Discriminator Loss: 1.3068 Generator Loss: 0.8522 Epoch: 3/3 Discriminator Loss: 1.3068 Generator Loss: 0.7384 Epoch: 3/3 Discriminator Loss: 1.3114 Generator Loss: 0.7710 Epoch: 3/3 Discriminator Loss: 1.3572 Generator Loss: 0.7096 Epoch: 3/3 Discriminator Loss: 1.4882 Generator Loss: 0.5670 Epoch: 3/3 Discriminator Loss: 1.3666 Generator Loss: 0.7613 Epoch: 3/3 Discriminator Loss: 1.4142 Generator Loss: 0.6326
Epoch: 3/3 Discriminator Loss: 1.2898 Generator Loss: 0.8799 Epoch: 3/3 Discriminator Loss: 1.2199 Generator Loss: 0.8721 Epoch: 3/3 Discriminator Loss: 1.2666 Generator Loss: 0.7528 Epoch: 3/3 Discriminator Loss: 1.3005 Generator Loss: 0.8044 Epoch: 3/3 Discriminator Loss: 1.3192 Generator Loss: 0.8405 Epoch: 3/3 Discriminator Loss: 1.2519 Generator Loss: 0.9122 Epoch: 3/3 Discriminator Loss: 1.3520 Generator Loss: 0.8010 Epoch: 3/3 Discriminator Loss: 1.3912 Generator Loss: 0.7041 Epoch: 3/3 Discriminator Loss: 1.1794 Generator Loss: 0.9126 Epoch: 3/3 Discriminator Loss: 1.3135 Generator Loss: 0.7551
Epoch: 3/3 Discriminator Loss: 1.3577 Generator Loss: 0.7563 Epoch: 3/3 Discriminator Loss: 1.3504 Generator Loss: 0.7269 Epoch: 3/3 Discriminator Loss: 1.2494 Generator Loss: 0.8187 Epoch: 3/3 Discriminator Loss: 1.3285 Generator Loss: 0.7071 Epoch: 3/3 Discriminator Loss: 1.2254 Generator Loss: 0.8888 Epoch: 3/3 Discriminator Loss: 1.3024 Generator Loss: 0.7760 Epoch: 3/3 Discriminator Loss: 1.3929 Generator Loss: 0.6708 Epoch: 3/3 Discriminator Loss: 1.2282 Generator Loss: 0.8753 Epoch: 3/3 Discriminator Loss: 1.3155 Generator Loss: 0.8924 Epoch: 3/3 Discriminator Loss: 1.2700 Generator Loss: 0.8552
Epoch: 3/3 Discriminator Loss: 1.3669 Generator Loss: 0.6937 Epoch: 3/3 Discriminator Loss: 1.2893 Generator Loss: 0.6757 Epoch: 3/3 Discriminator Loss: 1.3484 Generator Loss: 0.7477 Epoch: 3/3 Discriminator Loss: 1.3776 Generator Loss: 0.6351 Epoch: 3/3 Discriminator Loss: 1.4039 Generator Loss: 0.7543 Epoch: 3/3 Discriminator Loss: 1.2836 Generator Loss: 0.8428 Epoch: 3/3 Discriminator Loss: 1.3579 Generator Loss: 0.7556 Epoch: 3/3 Discriminator Loss: 1.2883 Generator Loss: 0.7407 Epoch: 3/3 Discriminator Loss: 1.3497 Generator Loss: 0.7887 Epoch: 3/3 Discriminator Loss: 1.2639 Generator Loss: 0.8696
Epoch: 3/3 Discriminator Loss: 1.4787 Generator Loss: 0.6159 Epoch: 3/3 Discriminator Loss: 1.2714 Generator Loss: 0.7554 Epoch: 3/3 Discriminator Loss: 1.3840 Generator Loss: 0.7028 Epoch: 3/3 Discriminator Loss: 1.3556 Generator Loss: 0.7078 Epoch: 3/3 Discriminator Loss: 1.4048 Generator Loss: 0.7462 Epoch: 3/3 Discriminator Loss: 1.4013 Generator Loss: 0.7201
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.